#python lane detection

[machinelearningsite]

Learn camera-based lane detection using Python & OpenCV. A hands-on guide for autonomous vehicle enthusiasts with code, tips, and ML insights.

[techinfographic]

What Is Automotive Software Development? A Beginner’s Guide

The automotive industry is evolving rapidly with the integration of technology. A reliable software development company plays a key role in shaping these advancements. From self-driving cars to advanced infotainment systems, software is playing a crucial role in modern vehicles. But what exactly is automotive software development? Let’s explore this topic in simple terms.

What Is Automotive Software Development?

Automotive software development refers to the process of designing, developing, and maintaining software solutions for vehicles. This software can control various functions, including navigation, safety, entertainment, and even autonomous driving.

Key Areas of Automotive Software Development

Automotive software development covers a wide range of applications. Some key areas include:

Infotainment Systems – Software that provides entertainment, navigation, and smartphone integration in vehicles.

Advanced Driver Assistance Systems (ADAS) – Features like lane-keeping assist, adaptive cruise control, and collision avoidance.

Autonomous Driving – Self-driving technology that uses artificial intelligence and sensors to navigate.

Vehicle-to-Everything (V2X) Communication – Technology that allows cars to communicate with other vehicles and infrastructure.

Powertrain and Battery Management – Software that controls electric and hybrid vehicle performance.

Cybersecurity Solutions – Protecting vehicle data from hackers and cyber threats.

Technologies Used in Automotive Software Development

Automotive software development relies on various technologies and programming languages, such as:

Embedded Systems – Software embedded in hardware components for real-time operations.

Machine Learning & AI – Used in self-driving technology and predictive maintenance.

Cloud Computing – Enables remote diagnostics and over-the-air (OTA) software updates.

Programming Languages – C, C++, Python, and Java are commonly used in automotive software development.

Benefits of Automotive Software Development

Enhanced Safety – Features like automatic braking and lane assistance reduce accidents.

Improved Driving Experience – Infotainment systems and smart assistants make driving more enjoyable.

Increased Efficiency – Software optimizes fuel consumption and battery performance.

Real-Time Diagnostics – Remote monitoring helps detect issues before they become major problems.

Future-Ready Vehicles – Continuous software updates ensure vehicles stay updated with the latest technology.

Challenges in Automotive Software Development

Despite its benefits, automotive software development faces several challenges:

High Complexity – Modern cars require sophisticated software with thousands of lines of code.

Strict Regulations – Automotive software must comply with safety and security standards.

Cybersecurity Risks – Protecting vehicles from hacking is a major concern.

Integration Issues – Software must work seamlessly with different hardware components.

Conclusion

Automotive software development is transforming the way we drive, making vehicles safer, smarter, and more efficient. As technology advances, we can expect even more innovations in this field. Whether it’s self-driving cars, intelligent infotainment systems, or enhanced safety features, software is shaping the future of the automotive industry. Businesses looking to stay ahead in this evolving landscape can benefit from automotive software development services, ensuring they leverage cutting-edge technology for competitive advantage.

[codezup]

Building a Self-Driving Car Simulator with OpenCV and Python

Introduction Building a Self-Driving Car Simulator with OpenCV and Python is an exciting project that allows you to create a realistic simulation of a self-driving car. This tutorial will guide you through the process of building a self-driving car simulator using OpenCV and Python. You will learn how to create a simulator that can detect and respond to various scenarios, such as lane departure,…

[pandeypankaj]

What's the best way to learn data science as a beginner?

Unlocking Your Inner Data Detective: A Roadmap to Data Science Mastery

Data science is detective work from the digital age. Thousands of peeks into big datasets reveal hidden truths that unlock the most complex of problems. If you have an interest in finding patterns within chaos, the following roadmap will guide you in becoming a proficient data scientist.

Build a Strong Foundation

Curiosity Heightened: Learn to hook a taut, inquisitive eye for patterns, along with an insatiable thirst for knowledge, being a vital ingredient in the cocktail of a data scientist.

Master Basics: Get to know the basics of statistics, mathematics, and programming, particularly in Python.

Dive into Data: Get hands-on with real-world datasets, experimenting with tools like Pandas, NumPy, and Matplotlib.

Learn from Experts: Case studies could be more than just theory; learn how data drives decisions in every industry.

Make Your Data Science Arsenal

Stay Up-to-Date: The data world moves extremely fast. Keep your toolkit up to date with tools such as Jupyter Notebooks, SQL, Scikit-learn, Tensorflow, and more.

Collaborate and Learn: Engage with your peers on forums and work with them on joint projects.

Communicate Insights: Learn to turn complex findings into straightforward, compelling stories.

Never Stop Learning: Continue to build on your foundational knowledge with classes, workshops, and industry reports.

 Get Ahead with Expert Guidance

Top-rated Data Science Bootcamps like Lejhro render planned programs to put one on the fast lane of learning. Tailored to meet your needs, with practical application and interactive learning at its core, such boot camps are meant to get you up and running and confident about working in the field.

[sidharthh08877]

 Trending  Python Projects For Final Year Students

Do you want to make your Python Projects for Final Year Students Creatively? Our Takeoff Edu group provide best and unique projects for Final year students. It will help you to get more scores . Here our Professionals Support students ideas and guide them to build their own projects.

Python is one of the most popular programming languages, known for its simplicity and versatility. If you’re a beginner looking to enhance your Python skills, engaging in mini projects can be an excellent way to practice and solidify your understanding of the language.

To increase your chances of success, you must build Python projects. Why? Because building fun projects will accelerate your learning and keep motivation at an all-time high. It's the ultimate learning tool.

Here's a list of over incredible Python projects you can try yourself or use as inspiration. There are projects for beginner, intermediate, and advanced learners.

Guided Python Projects to Help Build Your Portfolio

Matrimony using Python  - A matrimony website that uses Python aims to give those looking for a life mate a way to connect with possible matches based on common values, interests, and preferences.

Lane Line Detection Using Python -  their visual vision for controlling the vehicle. The lane markings on the road serve as a continual point of reference for drivers. The creation of an Automatic lane Detection system is one requirement for a self-driving car.

Message Passing Through Application Using Python - Now-a-days Spam and crime alert messages is very terrible problem in the society often causing death. we can save a person. If they can inform to someone in an early stage.

Chatbot Using Python and NLP Integration to Website - The Chatbot with NLP Integration project uses Natural Language Processing (NLP) to provide a conversational interface that will improve user experience on a website. The chatbot's functionality will include understanding customer inquiries, delivering pertinent information, and facilitating smooth website interaction.

Takeoff Edu Group not only gives this Python Project for Final Year Students but also provide all kind of Projects for Final year students.

[a-cloud-for-dreams]

Mira's Masterlist!

Blog Theme Credits: @saradika-graphics

~Fave RC MCs~

-> A Collection of the Most Gorgeous RC MCs

NOTE: These are not listed in any particular order, I used the canonical given names so the ones in quotes are ones I personally changed, and I may have forgotten to add some MCs so don't take it too personally! I'll remember to add them at some point imao (you could also just ask if you're curious!)

Amala Basu (KCOD; Spotify Playlist)

Deviya Sharma (KFOS)

Evthys (SOTCN; Spotify Playlist)

"Renée" de Noailles (VFV)

Selena/Lilith (ARC)

"Lada" (ATHWTU)

"Audrey" (ABH)

Vyxaria (SL)

"Amabelle" (SC)

"Tiss" (TTS)

"Irene" (SOL)

Mei (LOTW)

"Lane" (HSR)

"Ghita" (TM)

Novalie (W:TC)

Lou Reed (Psi)

"Agatha Harrington" (CY2)

Lale Hatun (DALS)

-> RC Reading List

~MY OCs~

-> Scarlett Vera Sandiego

FULL Character Intro Post

FC: Eiza Gonzalez *w/ auburn hair*

Animated FC: Princess Elena Castillo Flores from EOA

Fandom: Carmen Sandiego 2019/Laws of Attraction

Designated Tag: #scarlett sandiego oc

LI: Soren Turner (OC)

-> Detective Haelyn Rózsa

FULL Character Intro Post

FC: Kelsey Merritt

Fandom: Blades of Light and Shadow I and II/Kiss of Death/Crimes of Passion I and II

Designated Tag: #haelyn rózsa oc

LI: Trystan Thorne (AU that matches the OG Rose/Thorne dynamic from the CoP books)

Ship Tag: #haelstan🌹

Artist Credit: The Trystan x Haelyn fanart at the top of this post was by @hydn-jpg!

-> Verena Solaris

FULL Character Intro Post

FC: Neha Velan

Fandom: The Elementalists

Designated Tag: #verena solaris oc

LI: Shreya Mistry

-> Kashmiré Blanche

FULL Character Intro Post

FC: Anya Chalotra

Fandom: Carmen Sandiego 2019/Open Heart

Designated Tag: #kashmiré blanche oc

LI: Python/Henry Cavill he's the face claim with the same name in this universe lol

Ship Tag: #kashénry

Here's my MC Intro for Chandini Ramakrishnan (distant relative)

-> Aaliyah Hadid

FULL Character Intro Post

FC: Dina Denoire -> Rihanna

Fandom: The Nanny Affair/Criminal Minds

Designated Tag: #aaliyah hadid oc

Main LI: Spencer Reid (Aaron Hotchner/Luke Alvez/Derek Morgan in some AUs)

-> Magdaléna Rasalas zi'il Rauz

FULL Character Intro Post

Fandom: Children of Cain Series

Designated Tag: #magdaléna rasalas zi'il rauz oc

LI: Cédric Armand Lacroix (Unrequited Love), Maxwell Edmund Whitlock-Singh (Endgame)

-> Lyra Lexington

FULL Character Intro Post (To Be Updated)

FC: Alyssa Raghu -> Naomi Scott/shredz55 (Insta)

Fandom: Ride or Die/Nightbound

Designated Tag: #lyra lexington oc

LI: Trystan Thorne (subject to change)

Anonymous Fanart Commission!

-> Lady Aria Lockhart

FULL Character Intro Post

FC: Neelam Gill

Fandom: The Unexpected Heiress/Desire and Decorum

Designated Tag: #aria lockhart oc

Main LI: John Somerset (Hugh Crawford in some AUs)

-> Salem Rae Nightingale

FULL Character Intro Post

FC: Jessica Alba

Fandom: Carmen Sandiego 2019/Blades of Light and Shadow/ Criminal Minds

Designated Tag: #salem nightingale oc

Main LI: Mal Volari (Prince Aerin in some AUs)

-> Kendall Hayes

Character Intro Post

FC: Lucy Hale -> Phoebe Tonkin

Fandom: Criminal Minds

Designated Tag: #kendall hayes oc

LI: Derek Morgan

-> Vendetta Varshini Viswakumar

Character Intro Post

FC: Dheekshitha Venkadeshan (Dhee)

Fandom: Criminal Minds/Open Heart/Carmen Sandiego 2019/ Mother of the Year

Designated Tag: #vendetta (varshini viswakumar) oc

LI: Emily Prentiss

-> Princess Sabrina Aveiro

FULL Character Intro Post

FC: Banita Sandhu

Fandom: The Royal Romance/Open Heart/Foreign Affairs

Designated Tag: #sabrina aveiro oc

LI: Tatum Mendoza

Ship Tag: #mendeiro

-> Nayeli Lopez

FULL Character Intro Post

FC: Rachel Zegler

Fandom: Crimes of Passion * many liberties taken*/Criminal Minds/Carmen Sandiego 2019

Designated Tag: #nayeli lopez oc

LI: None

-> Mirage Aléxia Gomez

FULL Character Intro Post

FC: Becky G

Fandom: Carmen Sandiego 2019

Designated Tag: #mirage (aléxia) oc

LI: None :) she's aromantic

-> Emmelinè Sinclaire

FULL Character Intro Post

FC: Christina Masterson

Fandom: Greenhouse Academy/Desire and Decorum (Ernest Sinclaire's ____daughter)

Designated Tag: #emmelinè sinclaire oc

LI: Dylan Mayuran Cavill-Blanche

-> Astríd Rivera

FULL Character Intro Post/Role in Designated Survivor

FC: Nailea Devora

Fandom: Designated Survivor/The Cleaning Lady/Go! Live Your Way

Designated Tag: #astríd rivera oc

LI: None at the moment

-> Cerise Hexley

FULL Character Intro Post

FC: Hande Erçel

Fandom: Bloodbound/It Lives Within

Designated Tag: #cerise hexley oc

LI: Sebastyan Thorne

Alt "Canon ILW MC: Saoírse “Rí” Reveri

-> Athena Deveraux

FULL Character Intro Post

FC: Vanessa Morgan

Fandom: The Umbrella Academy/Criminal Minds/Carmen Sandiego 2019

Designated Tag: #athena deveraux oc

LI: Olivia Valentine (OC)

-> Xiomara Isabel Calloway

Character Intro Post (WTD)

FC: Adria Arjona

Fandom: Carmen Sandiego 2019/Wake The Dead

Designated Tag: #xiomara calloway oc

LI: Troy Hassan (WTD) // Gigi Sinclair (LOA; Windverse)

-> Sadira "Sadi/Dira" Arkyn

FULL Character Intro Post

FC: Kashmirian Devi from KFS

Fandom: Apartment 502

Designated Tag: #502 roommate

LI: TBD (Rainn, Callum, Garrett, OR Mason)

-> Janavika “Jane” Agrawal

FULL Character Intro Post

FC: Megan Suri -> Amita Suman

Fandom: Desire and Decorum/Bridgerton

Designated Tag: #jane agrawal oc

LI: Prince Hamid (died during a war) -> Annabelle Parsons? (True nature of the relationship is unknown to historians but were very close); Ernest Sinclaire (one-sided from him)

-> Ophelia Hassan

Character Intro Post (WTD)

FC: Rashan MH

Fandom: Carmen Sandiego 2019/Wake The Dead/Perfect Match

Designated Tag: #ophelia hassan oc

LI: Damien Nazario AND F!Hayden

-> Violet Hale

FULL Character Intro Post

FC: Chloe Bennet

Fandom: Agents of SHIELD/Criminal Minds

Designated Tag: #violet hale oc

Main LI: TBD

-> Rivka Feivel Savik

FULL Character Intro Post

FC: Laura Harrier

Animated FC: Memphis!Eva Sprite

Fandom: This Grave Calls You Home

Designated Tag: #this grave calls you home // #rivka feivel savik oc

LI: Jonathan Stern or Ophelia Valdez

OC Playlist

~MY FAVORITE PARAS ~

-> Wheel of Witches

Credit: Completely goes to @evermore-grimoire who came up with the whole universe and mythology. It's so fun to daydream this scenario, especially with my own OCs

FULL Backstory

-> Nancy Chavez and Two Ghosts

Credit: Completely to @lcvrreid on TikTok for coming up with an amazing plot and backstory for her CM OC based on Ghostface. I definitely recommend her fanfic!

-> Lilac Allende & Open Heart

Credit: @jamespotterthefirst who makes incredibly detailed MCs to the point where I cannot imagine anyone else as said MC

~MY FICS/EDITS~

Geneva -> Supernatural Sci-Fi Original Story

Livin' the Luxe Life -> Original Story Based on Home Furnishing Magazines (Weird, right?)

Broken Stars w/ @magicwithineleteo -> HSMTMTS x GMW Crossover; Spotify Playlist; New Info Will Be Updated

The Scholars of Bellachoix Lane -> Academia!Playchoices AU

The Scars of Revenge -> Carmen Sandiego x Graham Crackle; feat. Scarlett Sandiego (F!OC)

Once A Shattered Heart -> Bryce Lahela x F!MC (Dr. Chandini Ramakrishnan); feat. Aishwarya Pillai (F!OC)

Doctor Date -> Bryce Lahela x F!MC (Dr. Chandini Ramakrishnan); feat. Dr. Aaliyah Hadid (F!OC)

My Baby Penguin -> Spencer Reid x F!OC (Dr. Aaliyah Hadid*); feat. Cleopatra Emilia Reid

A Sweet Mistake -> Aaron Hotchner x F!OC (Dr. Aaliyah Hadid*); feat. Jack Hotchner

Sleepyhead -> Derek Morgan and F!OC (Dr. Aaliyah Hadid*)

Overthinking -> Raleigh Carrera x F!MC (Destiny Katz); feat. Aaliyah Hadid

Here For You -> Aerin Valleros x Salem Nightingale (F!MC); Mal Volari x Salem Nightingale (F!MC)

fire on fire -> Gabriel Grant x Amala Basu (Independence Route); gabriel&amala spotify playlist

in shades of amber -> Gabriel Grant x Amala Basu (Independence and Kindness of Goddess Route)

as the raindrops fell -> David x Audrey (Astrea's Broken Heart)

timeless -> Radha Basu x Devi Sharma (Kali: Flame of Samsara)

Kaiza and Laurel: A Tale of Love & Inevitable Loss (AudreyLane Web Weave)

Save It For Dessert Text Fic -> M!Trystan Thorne x F!MC/ OC (Dr. Lyra Lexington); feat. Detective Nayeli Lopez

Vigilante Sh*t CM Edit -> feat. Emily Prentiss, Spencer Reid, Dr. Aaliyah Hadid, Aaron Hotchner, and Elle Greenaway

Swap Edit of Second Slot Shakespeare's Code and Soulless MCs

evthys x audrey outfit edit collection

edit of my sotcn mcs!

scrap modern sotcn au edit

eva and agnia modern au scrap edit

matching amen & eva wallpapers!

another version of us (vyxaria x orion edit)

gabrielamala scrap from "only you" alternate ending fic

Aesthetic Quote Post Masterlist

Carmen Sandiego (Netflix) Edit to "Ride" by Sir Mix-a-Lot

Happy Birthday Carmen Sandiego Edit for @/tiredguyswag

Corrupted Aerin Valleros Edit

Livin' the Luxe Life Intro Edit

Candella Edit to “Paparazzi” by Lady Gaga

Devi/Renée/Amala/Evthys MC Edit

don't like anyone that's not you (devi sharma edit)

reminiscent of a lost era (hsr/lane birthday gift edit for vivikins!)

mask off (doran basu & dravidian amala basu edit)

"and if i may just take your breath away" (gabrielamala edit)

*Just to clarify, I currently intend to leave Spencer and Aaliyah as the main pair while the other fics would exist in an alternate universe of some kind where she didn't end up with him. For some reason, I just like writing her with multiple characters so I can see who I feel most comfortable writing her with

~Social Media ~

Ao3

Wattpad

TikTok

Pinterest

Honestly, just ask me if I have social media/what my account is. The links aren't working and it would be more fun to send everyone who comes here on a wild goose chase

[archaneanscribe]

A Firefly In The Hand

Some pre-canon/pre-relationship Forsython, Forsyth trains at night, remembers a local tradition, and Python reminds him that he'll never be alone.

The moment Forsyth’s plans set into motion was after he heard his parents exchange goodnights the room over. He kept his eyes shut, but began reciting one of the old veteran’s war stories in his head to keep him awake for the next thirty minutes, listening closely for any noises in the house. When the only sounds he could hear was the distant bleating of his neighbor’s goats, he shrugged his blankets off and hopped out of bed.

Moving as quietly as his feet would allow, he made his way over to the window and pulled it open, climbing up and out into the quiet darkness.

Sneaking through the village late at night wasn’t a new activity for him by any means, nor was it for any of the local youth. During the summer, a mass of fireflies would light up the sky every year, and it was regional tradition to catch one in your hands and make a wish that was certain to come true, but the younger children were sent to bed long before they appeared. This, of course, began a long standing and unspoken custom to sneak out after everyone else had gone to bed. Forsyth remembered those evenings fondly, catching one for both him and Python (who couldn’t be bothered to do it himself) and gleefully refusing to share their wishes.

Usually, he would wish to become a knight one day, but there were other, even more secret things he hoped for too.

Tonight, however, he wasn’t off to hunt for fireflies, but train. If Father wouldn’t let him do it during the day, he would just have to do it when he was asleep.

It wasn’t long before he had made his way out to his favorite clearing in the nearby woods. It was a fairly open area surrounded by a ring of tall, hardwood trees, with many bushes scattered around for him to hide his training lances, lantern, and bandages for worse case scenarios (he often had to forcibly enlist Python to help him come up with reasonable excuses for the injuries). He never put his things in the same spot to avoid detection, effort that his best friend told him was unnecessary as no one was even looking for them, but that was Python, who told him any effort was unnecessary. 

At the moment, his stash was nestled into a wild blackberry bush which will lay dormant for another month or so, where they had spent many a summer afternoon ruining their dinner. He pulled out the crude wooden lance, which only looked anything at all like a weapon because the blacksmith from the next town over had taken pity on him when he was in the village for a horseshoe delivery and helped him carve it.

That was how most of the adult’s saw his aspirations. Just a child’s fantasy to indulge in, even as he grew into teenhood.

He gripped his lance tighter. 

After lighting the lantern with his flint and stone to give the night some small illumination, he took the frustration of never being taken seriously out on the invisible enemies laid out before him, swiping at them in his best mimicry of the forms in his book on combat. His father tried to take it away from him, but his mother had always felt bad and returned to him later on.

More pity.

“Haaaah!” he let out a huff of exertion as he lost his footing, sliding forward an inch further than he had meant to and nearly falling.

“Really? This again?”

As he righted himself, a familiar voice emerged from the darkness, and Python came into the dim lantern light, arms behind his head in judgemental nonchalance, “Yer pop is gonna be mad.”

“I know that. And you should know by now that won’t stop me,” he replied, swinging once more, “I do everything he asks of me all day, so I can do what I want at night.”

Python shrugged, taking a seat against one of the thick tree trunks. it was a common enough occurrence for his friend to join him, as he would often be up anyway, choosing to instead nap throughout the day like a cat. His parents weren’t all too fond of the behavior, but unlike Forsyth’s family, they had long given up on changing him.

“You know I’m all for doing whatever it is ‘ya want,” he said with a dismissive wave, “I just thought you might need the reminder. You actually seem to care when he yells at you.”

Forsyth paused, glaring down at the dirt like it had wronged him, “I don’t care about his opinion so much as it’s suffocating to be there when he’s angry. We just aren’t going to see eye to eye, which I’m fine with, but he refuses to accept it.”

A jab, and a snicker from Python.

“Are you picturing an enemy soldier, or your old man?”

“Both.”

They shared a laugh at that. Despite their differences, and how often they would get on each other’s nerves, if there was one thing he could never be in Python’s presence, it was dour.

“Any success with hunting lately? he asked conversationally as he resumed, now focusing more on his footwork than his lancework. It may have been hard to believe, but out of all the teenagers and the village, Python easily had the best bow arm, and thus the hunters always forced him to tag along. Forsyth suspected the only reason he gave in is because hunting had significant down time compared to carpentry.

"I guess. Been seeing a lot of wild boar lately, but I don't think I'll tag along for that. A lot of work I'm not willing to put in."

Forsyth scoffed, "Two boar could feed the village for a week and a half! If you helped, it would save you a lot of work in the long run."

Python hummed in consideration, snuggling into his relaxed position even more like he was barely listening, but Forsyth knew he was actually thinking hard on his words. One of the few things he would put effort into was the saving of effort, after all.

"We'll see. It's a problem for tomorrow."

"If you," step, jab, "Always," step back, block, "Put off," downward swing, "Your problems," upwards swing, "Until 'tomorrow', then you'll never get to enjoy 'tomorrow'."

"Your form was off in the middle there, more shoulder, less arm," Python pointed out, and Forsyth adjusted accordingly, "That might be true, but if yer always doin' everything today, then you can't enjoy the moment. Either way you lose something, and I'd prefer to reap my benefits before I'm old and wizened."

Shaking his head, it was Forsyth’s turn to shrug, "I will never understand you as long as I live."

"Feeling's mutual, pal."

And for the next few minutes, there was silence between them. When they were younger, their time was almost always filled with antics, arguments, and mutually prodding, and there was still plenty of that, but they were now able to enjoy long periods of quiet together. 

Of course, nothing lasts forever.

"Python, look!" Forsyth called out, letting his lance arm relax, "Fireflies!"

True to his word, a group of fireflies formed a small bundle of light that was hovering near and on the bushes.

"They're a little early, but it is getting to be that time," Python supplied, getting up and brushing the dirt off his posterior, "Reminds me of when we were kids, staying up too late to see the lightning bugs."

"You're right..." he put his training lance aside, Forsyth reached out to trap two in his hands, a much easier task as a sixteen year old than a nine year old.

Python walked over to him, smiling in a soft way Forsyth thought might exclusively be for him, but didn't dare be so bold as to be sure of that, "Caught one for me too, just to finish the trip down memory lane?"

"Maybe I just want two wishes for myself."

"Ha!" Python gave him a friendly jab in the ribs, "You'd never be that selfish, it'd give you a stomach ache. Though your lofty dreams need as many wishes as they can get."

Forsyth’s heart fell. He often forgot that even his best and longest friend also saw his dreams as silly.

He did his best to sound chipper, "I think I'll just let them go this time. No need to rely on some bugs when I've got hard work!"

As he opened his hands to release them, he felt something, or rather someone, force them shut, "Hey now, what's all this about? That ain't like you."

"It's nothing."

"Don't give me that. Nothin, is ever just nothin' with you."

"You're being awfully pushy about this. Why do you even care?"

Even in the low lighting, Forsyth could see a unique flavor or anger flare in Python's eyes at that, making a feeling bubble in his gut he couldn't name. The look was gone as soon as he saw it, but it wasn't something he would soon forget.

"Dealing with you normally is already more work than I feel like doin', and it's double that when you're mopey. Better put the work in now than be forced to deal with it later, right?"

That's what Forsyth always said to him.

"It's- No one takes me seriously. Not my parents, not anyone else in the village, not even you. I won't give up no matter what anyone thinks of me, but I would rather not be dismissed anytime I open my mouth. My dreams aren't just some joke!"

"Forsyth," Python tightened his grip on his friend's hand, making Forsyth worry he was killing the poor torchbugs, "Listen. I do think what you're tryin' to do is impossible. But I know you're serious about it. I take everything you do seriously, even if they're wastes of time. Have I ever tried stopping you?"

"...no."

"And have I been there for all the nonsense?"

"...yes."

"Am I here, keepin' you company because I know that you get unto yer own head on nights like these, when I could be in my comfy bed back home?"

"Yes."

Python released him, so he could in turn release the fireflies, thankfully alive, though likely quite annoyed, "Then that's that. I would love it if you learned to settle for a little less, but I'm never gonna get in the way of your big dreams. Yer gonna need someone with a good head on their shoulders to keep your big old noggin' from floating away anyhow."

"Python..." Forsyth grinned, much more like his normal self, "I'm sorry for doubting you. Lazy layabout you might be, bad friend you are not."

"Glad to see your common sense came back. While we're here," he smiled mischievously, "Why don't you tell me what you wished for?"

"It won't come true if I do!"

And like that, they argued amicably until their exhaustion finally caught up to them (and Forsyth’s father was an early riser, so he had to return soon), and they walked back to the village together. 

Forsyth hadn't come out here to find fireflies, but he had, and even better, rediscovered that no matter what he might feel in the moment, he'll never be truly alone.•

[thisblogisalsoboundforglory]

WHAT I HAVE BEEN READING LATELY

Kage Baker’s Company Series

In the Garden of Iden

Sky Coyote

Mendoza in Hollywood

The Graveyard Game

The Life of the World to Come

The Children of the Company

The Machine's Child

The Sons of Heaven

The Empress of Mars

Not Less than Gods

Nell Gwynne's On Land and At Sea

Black Projects, White Knights: The Company Dossiers

Gods and Pawns

In the Company of Thieves

Ø  Science Fiction written by a woman with Asperger’s. Wildly uneven. Main protagonist is female, but there are lots of POV characters, male and female.

Ø  Big ideas.

Ø  Lots of adventure, some action.

Ø   Small doses of humor.

 Neil Gaiman

Good Omens (with Sir Terry Pratchett)

Neverwhere

Stardust

American Gods

Anansi Boys

The Graveyard Book

The Ocean at the End of the Lane

Ø  Neil’s books are a road trip with Carl Jung, Joseph Campbell and a baggie full of sativa.

Ø  Ideas are incidental. The Milieu’s in charge.

Ø  Adventure happens whether you like it or not.

Ø   Cosmic humor. The joke’s on us.

 Connie Willis’s Oxford Time Travel Series

Firewatch

Doomsday Book

To Say Nothing of the Dog (and the novel that inspired it – Jerome K. Jerome’s Three Men in a Boat)

Blackout/All Clear

Assorted:

The Last of the Winnebagos

Ø  Connie loves her historical research. Blackout/All Clear actually lasts as long as the Blitz, but anything in the Oxford Time Travel series is worth reading. Doomsday Book reads like prophecy in retrospect.

Ø  One idea: Hi! This is the human condition! How fucking amazing is that?!?

Ø  Gut-punch adventure with extra consequences. Background action.

Ø   I’d have to say that Doomsday Book is the funniest book about the black death I’ve ever read, which isn’t saying much. To Say Nothing of the Dog is classic farce, though. Girl’s got range.

Neal Stephenson

Snow Crash (After the apocalypse, the world will be ruled by Home-Owners Associations. Be afraid.)

Cryptonomicon

Anathem

Seveneves

Ø  Neal writes big, undisciplined, unfocused books that keep unfolding in your mind for months after you’ve read them. He’s a very guy-type writer, in spite of a female protagonist or two. Seveneves, be warned, starts out brilliant and devolves into extreme meh.

Ø  Big. Fucking. Ideas.

Ø  Battles, crashes, fistfights, parachute jumps, nuclear powered motorcycles and extreme gardening action. Is there an MPAA acronym for that?

Ø   Humor dry enough to be garnished with two green olives on a stick.

  Christopher Moore

Pine Cove Series:

Practical Demonkeeping

The Lust Lizard of Melancholy Cove

The Stupidest Angel: A Heartwarming Tale of Christmas Terror (Okay, yeah, Christmas. But Christmas with zombies, so that’s all right.)

Fluke (Not strictly Pine Cove, but in the same universe. Ever wonder why whales sing? They’re ordering Pastrami sandwiches. I’m not kidding.)

Death Merchant Chronicles:

A Dirty Job

Secondhand Souls (Best literary dogs this side of Jack London)

Coyote Blue (Kind of an outlier. Overlapping characters)

Shakespeare Series:

Fool

The Serpent of Venice

Shakespeare for Squirrels

Assorted:

Island of the Sequined Love Nun (Cargo cults with Pine Cove crossovers. I have a theory that the characters in this book are direct descendants of certain characters in Stephenson’s Cryptonomicon.)

Lamb: The Gospel According to Biff, Christ’s Childhood Pal (So I have a favorite first-century wonder rabbi. Who doesn’t?)

Sacre Bleu

Noir

Ø  Not for the squeamish, the easily offended, or those who can’t lovingly embrace the fact that the human species is pretty much a bunch of idiots snatching at moments of grace.

Ø  No big ideas whatever. Barely any half-baked notions.

Ø  Enthusiastic geek adventure. Action as a last resort.

Ø   Nonstop funny from beginning to end.

 Ben Aaronovitch’s Rivers of London Series

Rivers of London

Moon Over Soho

Whispers Under Ground

Broken Homes

Foxglove Summer

The Hanging Tree

The Furthest Station

Lies Sleeping

The October Man

False Value

Tales From the Folly

Ø  Lean, self-deprecating police procedurals disguised as fantasy novels. Excellent writing.

Ø  These will not expand your mind. They might expand your Latin vocabulary.

Ø  Crisply described action, judiciously used. Whodunnit adventure. It’s all about good storytelling.

Ø  Generous servings of sly humor. Aaronovitch is a geek culture blueblood who drops so many inside jokes, there are websites devoted to indexing them.

  John Scalzi

Old Man’s War Series:

Old Man’s War

Questions for a Soldier

The Ghost Brigades

The Sagan Diary

The Last Colony

Zoe’s Tale

After the Coup

The Human Division

The End of All Things

Ø  Star Trek with realpolitik instead of optimism.

Ø  The Big Idea is that there’s nothing new under the sun. Nor over it.

Ø  Action-adventure final frontier saga with high stakes.

Ø  It’s funny when the characters are being funny, and precisely to the same degree that the character is funny.

Assorted:

The Dispatcher

Murder by Other Means

Redshirts (Star Trek, sideways, with occasional optimism)

Ø  Scalzi abandons (or skewers) his space-opera tendencies with these three little gems of speculative fiction. Scalzi’s gift is patience. He lets the scenario unfold like a striptease.

Ø  What-if thought experiments that jolt the brain like espresso shots.

Ø  Action/misadventure as necessary to accomplish the psychological special effects.

Ø  Redshirts is satire, so the humor is built-in, but it’s buried in the mix.

  David Wong/Jason Pargin

John Dies at the End

This Book is Full of Spiders: Seriously, Dude, Don’t Touch It

What the Hell Did I Just Read?

Ø  Pargin clearly starts his novels with a handful of arresting scenes and images, then looses the characters on an unsuspecting world to wander wither they will.

Ø  Ideas aren’t as big or obvious as Heinlein, but they are there to challenge all your assumptions in the same way that Heinlein’s were.

Ø  Classic action/adventure for anyone raised on Scooby-Doo.

Ø  Occasional gusts of humor in a climate that’s predominantly tongue-in-cheek.

 Jodi Taylor’s Chronicles of St. Mary’s Series

Just One Damned Thing After Another

The Very First Damned Thing

A Symphony of Echoes

When a Child is Born*

A Second Chance

Roman Holiday*

A Trail Through Time

Christmas Present*

No Time Like the Past

What Could Possible Go Wrong?

Ships and Stings and Wedding Rings*

Lies, Damned Lies and History

The Great St Mary’s Day Out*

My Name is Markham*

And the Rest is History

A Perfect Storm*

Christmas Past*

An Argumentation of Historians

The Battersea Barricades*

The Steam Pump Jump*

And Now for Something Completely Different*

Hope for the Best

When Did You Last See Your Father?*

Why Is Nothing Ever Simple*

Plan For The Worst

The Ordeal of the Haunted Room

Ø  The * denotes a short story or novella. Okay, try to imagine Indiana Jones as a smartassed redheaded woman with a time machine and a merry band of full contact historians. I love history, and I especially love history narrated by a woman who can kick T. Rex ass.

Ø  The ideas are toys, not themes. Soapy in spots.

Ø  Action! Adventure! More action! More adventure! Tea break. Action again!

Ø  Big, squishy dollops of snort-worthy stuff.

 Laurie R. King’s Mary Russell Series

The Beekeeper's Apprentice

A Monstrous Regiment of Women

A Letter of Mary

The Moor

Jerusalem

Justice Hall

The Game

Locked Rooms

The Language of Bees

The God of the Hive

Beekeeping for Beginners

Pirate King

Garment of Shadows

Dreaming Spies

The Marriage of Mary Russell

The Murder of Mary Russell

Mary Russell's War And Other Stories of Suspense

Island of the Mad

Riviera Gold

The Art of Detection (Strictly speaking, this is in the action!lesbian Detective Kate Martinelli series, but it crosses over to the Sherlock Holmes genre. If you’ve ever wondered how Holmes would deal with the transgendered, this is the book.)

Ø  Sherlock Holmes retires to Sussex, keeps bees, marries a nice Jewish girl who is smarter than he is and less than half his age and he’s mentored since she was fifteen in an extremely problematic power dynamic relationship that should repulse me but doesn’t, somehow, because this is the best Sherlock Holmes pastiche out there. Mary should have been a rabbi, but it is 1920, so she learns martial arts and becomes an international detective instead. Guest appearances by Conan Doyle, Kimball O’Hara, T.E. Lawrence, Cole Porter, and the Oxford Comma.

Ø  Nothing mind-expanding here, unless the levels of meta present in a fictional world that is about how the fictional world might not be as fictional as you thought come as a surprise to anyone in the era of tie-in books, films, tv, interactive social media and RPGs.

Ø  If these two geniuses can’t catch the bad guys with their dazzling brilliance, they will happily kick some ass. Adventure takes center stage and the action sequences are especially creative.

Ø  Amusement is afoot.

 Jasper Fforde’s Thursday Next Series

The Eyre Affair

Lost in a Good Book

The Well of Lost Plots

Something Rotten

First Among Sequels

One of Our Thursdays is Missing

The Woman Who Died a Lot

Ø  In a world where Librarians are revered and Shakespeare is more popular than the Beatles, someone has to facilitate the weekly anger-management sessions for the characters of Wuthering Heights, if only to keep them from killing each other before the novel actually ends. That someone is Thursday Next – Literature Cop.

Ø  Mind-bending enough to give Noam Chomsky material for another hundred years.

Ø  Adventure aplenty. Action? Even the punctuation will try to kill you.

Ø  This is a frolicsome look at humorous situations filled with funny people. Pretty much a full house in the laugh department.

 Sir Terry Pratchett’s Discworld Series/City Watch Arc

Guards! Guards!

Men at Arms

Feet of Clay

Jingo

The Fifth Elephant

Night Watch

Thud!

Snuff

Raising Steam

Ø  If this were a game of CLUE, the answer would be Niccolo Machiavelli in Narnia with a Monty Python. Everything you think you know about books with dragons and trolls and dwarves and wizards is expertly ripped to shreds and reassembled as social satire that can save your soul, even if it turns out you don’t really have one. Do not be fooled by the Tolkien chassis – there’s a Vonnegut-class engine at work.

Ø  Caution: Ideas in the Mirror Universe May be Larger Than They Appear

Ø  The City Watch arc has plenty of thrilling action sequences. Some other of the fifty-million Discworld novels have less. Every one of them is nonstop adventure. Most of the adventure, however, takes the form of characters desperately trying to avoid thrilling action sequences.

Ø  Funny? Even though I’ve read every book in the series at least ten times, I still have to make sure I have cold packs on hand in case I laugh so hard I rupture something.

[awesomecodetutorials]

Road Lane line detection - Computer Vision Project in Python ☞ https://bit.ly/2WEb1Lz #python #programming

[arcanalogue]

Music For Diviners - ‘The End of Time’

Thusfar, these Music For Diviners posts have explored soundscapes that aren’t merely inspirational, but may have some kind of practical utility. (To the extent that one considers divination “practical,” but why not just humor me?)

This is the history of music itself; for as long as humans have been making it, we’ve used it as the gateway to other realms of existence, other parts of the self. Our ancestors used it to elicit and express feelings there weren’t words yet to describe. Even now, language often fails us in these areas. That’s how I feel every time I sit down to write about music. 

Living in New York City is what drove me to incorporate music into my practice; no matter where I lived, silence was never an option. Like so many of you, I find it much easier to relax with a controlled background layer of noise —otherwise everything in the goddamn world distracts you by making its own tiny noise, including our own goddamned bodies. 

*duodenal gurgle*

Music is also an enticing mode of creative expression for any magician. Look, I have almost no musical talent whatsoever, and artistically I tend to stay in my lane, but tinkering with unique tracks to accompany certain experiments allows me to bypass that self-censor. Because I’m the only person it has to be good enough for, right? 

This is a neurotic preamble to explain why I’m posting some of my own homespun little music bits alongside others made by ACTUAL MUSICIANS. Because you might actually find them useful? Or perhaps they’ll help you feel permission to create some of your own. 

CASEFILE: TITANOBOA

I won’t bore you with too many of the details, but I spent a couple of years harboring a magical fascination pre-human life forms. It began with researching humankind’s most recent common ancestor with birds, as a way of retracing our evolutionary steps to the point where, had things gone one way instead of another, you might be flying and singing and laying eggs today instead of reading these words. (By all means, don’t let me stop you!)

In case you’re curious, here’s how close scientists have it pegged: 

• Archaeothyris (on the mammal side) - 306M years ago during the late Carboniferous Period (Protoclepsydrops is possibly older, but fossils are too fragmentary to be certain.)

• Hylonomus (on the bird side) - 312M years ago during the late Carboniferous Period

So at some point predating both of these species, there existed some kind of weird, ratty little lizard creature whose descendants ended up reaching VERY different conclusions about, for example, what to do about breakfast.

But I digress! Already! 

In 2012, I happened to catch the Smithsonian Channel’s documentary “Titanoboa: Monster Snake.” The gist is that 60 million years ago, an area of Colombia was dominated by the largest snake that ever lived, now known by the name Titanoboa cerrejonensis. 

Look, I don’t know what kind of serpent-y magick-y stuff you’re into... Hecate? Quetzalcoatl? Kundalini? Cthundalini? Whatever it is, I can only assume it could stand to benefit from associations with the largest ding-dang snake our planet ever produced... that we know of! 

On a lark, or perhaps as a gesture of blatant self-disregard, I attempted a couple of rituals geared toward making contact with Titanoboa across the eons and applying its symbolic potency toward certain magickal aims.

Hi mom, if you happen to be reading: sorry I’m like this! 

I shouldn’t have to point out how many of our feelings and desires are tethered in complicated ways to the experiences of our non-human forebearers. The needs which have historically compelled our species to “magical” solutions run deep, deep! We tend to forget about that since our own feelings are so painfully immediate, and our consciousness tends to remain very rooted in the present tense, to the point where we have to strain to see beyond it. Once upon a time our very survival hinged on this, but our needs have gradually evolved to the point where we crave far more than mere safety. In fact, a lot of what we crave runs completely counter to our survival instinct. It’s complicated, ya know?

Musing over all this, I decided my Titanoboa work demanded a sonic backdrop blessed by Our Lady of Poor Self-Preservation Instincts. That’s right, I’m talking about Lana Del Rey, whose “Born To Die” album happened to be released the same year as that Titanoboa doc. Coincidence? Gosh, I sure hope so!

I would only be slightly full of shit if I described this album as a fantasia of proto-human desire, expressed in the most cold-blooded ways through the idiom of American capitalism. 

To Lana (in that stage of her songwriting, anyway), love itself is an expression of darwinism. Nearly every song is about survival and sacrifice, eating and being eaten, thanatos bleeding over into eros. 

“I sing the National Anthem While I'm standing over your body, hold you like a python...”

I could go on, but you’re probably better off just going back and listening to the album.

This doesn’t even count as a digression though, since my Titanoboa devotional track — embedded up at the top of this post! — ended up consisting of just one line from the song “Blue Jeans,” the part where Lana sings: “I will love you till the end of time.”

The song is about a woman left to eternally rehash the details leading up to her gangster beau’s disappearance. You may recall, the music video (embedded below) featured LDR lounging with her love in a pool that turns out to be full of alligators — Titanoboa’s snack of choice! What a potent visual metaphor for attempting love in a world teeming with danger, recognizing one’s role at the bottom of the food chain and then wading in anyway. What do we have to fear from any mega-reptile, when our own desires are enough to cut us off at the knees? Might as well at least go ahead and pick out a nice one-piece and get our legs wet before we lose them.

The author Lawrence Durrell meditated on this at length in his Alexandria Quartet novels, and nothing would surprise me less than finding them on Lana’s nightstand. He writes:

“I realized then the truth about all love: that it is an absolute which takes all or forfeits all. The other feelings, compassion, tenderness and so on, exist only on the periphery and belong on the constructions of society and habit. But she herself — austere and merciless Aphrodite — is a pagan. It is not our brains or instincts which she picks, but our very bones.”

And later:

“By one of those paradoxes in which love delights I found myself more jealous of him in his dying than I had ever been during his life. These were horrible thoughts for one who had been so long a patient and attentive student of love, but I recognized once more in them the austere mindless primitive face of Aphrodite.“

 This may end up being a LOT of setup for what’s ultimately just a simple ten-minute chunk of “music,” which was achieved by plucking out that one lyric and sloooooowing it down, then layering it, slooooowing it down again, blending into a chunky primordial soup. The result is a many-layered hymn of cthonic moaning, with no words clearly expressed: just a slurry of proto-mammalian melancholia: austere, mindless, primitive, coiling and uncoiling in warm pools of black water. 

The warmth of it is actually what surprised me; I imagined it might turn out to be too bleak and desolate to use for any real length of time, and the last thing I need is to work even harder at depressing myself. But I’ve played it on a loop for hours at a time while I was working on... stuff, without feeling oppressed by it. I don’t really fux with Titanoboa anymore, but this bit of “music” has remained a useful tool in my magickal arsenal.

I tested the track on an unsuspecting friend recently, who detected a “strong generative energy” in it and said they’d love to use it for goddess work. Incorporate this into your appeals to Hekate, or to Venus, or your preferred source of succor in all matters primally personal. As a backdrop for divination, it’s the sonic equivalent of black candles on a black tablecloth, with things squirming in the shadows. 

So there you have it! I’ve opened up to you about my creative process and certain absurd inspirations, standing bare before you in the full splendor of my nerdiness, “blurring the lines between real and the fake,” as a certain living snake goddess avatar might put it. 

Like I said, the ultimate goal in sharing this is to remind you to take these same deep dives yourself. Follow your obsessions to their (un)natural conclusions! Risk making terrible art in pursuit of articulating the uncanny! You never know what might end up taking on a life of its own. The end of time could prove to be just the beginning!

This has been yet another installment of Music For Diviners. Thanks for tuning in!

[omarkhanca]

opencv > Lane Detection using OpenCV and Python | 2019-01-02T23:46:36.000Z

[usacounselingcredit]

Houston Texas Appliance Parts: Ambiq Launches AI SDK for Ultra-Low Power MCUs

Houston Texas Appliance Parts

Ambiq Launches AI SDK for Ultra-Low Power MCUs

by Houston Texas Appliance Parts on Friday 17 February 2023 06:21 PM UTC-05

Ambiq Micro is the latest microcontroller maker to build its own AI-focused software development kit (SDK). The combination of Ambiq's Neural Spot AI SDK with its ultra-low power sub-threshold and near-threshold technologies will enable efficient inference: Ambiq's figures have keyword spotting at less than a milliJoule (mJ). This efficiency will suit IoT devices, especially wearables, which are already a big market for the company.

Artificial intelligence applications on Cortex-M devices require specialized software stacks over and above what's available with open-source frameworks, such as TensorFlow Lite for Microcontrollers, since there are so many challenges involved in fine-tuning performance, Carlos Morales, Ambiq Micro's VP of AI, told EE Times.

"[Arm's CMSIS-NN] has optimized kernels that use [Arm's cores] really well, but getting the data in and moving it to the next layer means there are a lot of transformations that happen, and [Arm] has to be general about that," he said. "If you carefully design your datapath, you don't have to do those transformations, you can just rip out the middle of those things and just call them one by one–and that gets very efficient."

Neural Spot's libraries are based on an optimized version of CMSIS-NN, with added features for fast Fourier transforms (FFTs), among others. Morales points out that, unlike cloud AI, embedded AI is focused in large part on about a dozen classes of models, so it's an easier subset to optimize for.

"A voice-activity detector running in TensorFlow would be terrible, you'd just be spending all your time loading tensors back and forth. But you write it [at a lower level], and suddenly you're doing it in two or three milliseconds, which is great," he said.

Neural Spot includes a model zoo. (Source: Ambiq Micro)

Further headaches include mismatches between Python and the C/C++ code that runs on embedded devices.

"We created a set of tools that let you treat your embedded device as if it were part of Python," Morales said. "We use remote procedure calls from inside your Python model to execute it on the eval board."

Remote procedure calls enable easy comparison of, for example, Python's feature extractor or Mel spectrogram calculator to what's running on the eval board (a Mel spectrogram is a representation of audio data used in audio processing).

Neural Spot includes an open-source model zoo with health (ECG classifier) and speech detection/processing examples. Speech processing includes models for voice activity detection, keyword detection and speech to intent. Ambiq is working on AI models for speech enhancement (background noise cancellation) and computer vision models, including person detection and object classification.

The Neural Spot AI SDK is built on Ambiq Suite—Ambiq's libraries for controlling power and memory configurations, communicating with sensors and managing SoC peripherals. Neural Spot simplifies these configuration options using presets for AI developers who may not be familiar with sub-threshold hardware.

Ambiq's Neural Spot SDK targets specialised AI developers, domain experts and system integrators. (Source: Ambiq Micro)

The new SDK is designed for all fourth-generation Apollo chips, but the Apollo4 Plus SoC is particularly well suited for always-on AI applications, Morales said. It features an Arm Cortex-M4 core with 2 MB embedded MRAM, and 2.75 MB SRAM. There's also a graphics accelerator, two MIPI lanes, and some family members have Bluetooth Low Energy radios.

Current consumption for the Apollo4 Plus is as low as 4 μA/MHz when executing from MRAM, and there are advanced deep sleep modes. With such low power consumption, he said, "suddenly you can do a lot more things," when running AI in resource-constrained environment.

"There are a lot of compromises you have to make, for example, reducing precision, or making shallower models because of latency or power requirements…all that stuff you're stripping out because you want to stay in the power budget, you can put back in," Morales added.

He also pointed out that while AI acceleration is important to saving power, other parts of the data pipeline are just as important, including sensing data, analog-to-digital conversion and moving data around memory: Collecting audio data, for example, might take several seconds while inference is complete in tens of milliseconds. Data collection might thus account for the majority of the power usage.

Ambiq compared internal power measurements for the Apollo4 Plus running benchmarks from MLPerf Tiny, with published results for other microcontrollers. Ambiq's figures for the Apollo4 Plus have the energy consumption (µJ/inference) at roughly 8 to 13× lower, compared with another Cortex-M4 device. The keyword-spotting inference benchmark used less than a milliJoule, and person detection used less than 2 mJ.

Ambiq's internal energy results for its Cortex-M4-equipped Apollo 4 Plus series, versus competing microcontrollers (competing results taken from MLPerf Tiny). (Source: Ambiq Micro)

Sub-threshold operation

Ambiq achieves such low power operation using sub-threshold and near-threshold operation. While big power savings are possible using sub-threshold voltages, it is not straightforward, Scott Hanson, founder and CTO of Ambiq Micro, told EE Times in an earlier interview.

"At its surface, sub-threshold and near-threshold operation are quite simple: You're just dialing down the voltage. Seemingly, anybody could do that, but it turns out that it's, in fact, quite difficult," he said. "When you turn down voltage into the near-threshold or sub-threshold range, you end up with huge sensitivities to temperature, to process, to voltage, and so it becomes very difficult to deploy conventional design techniques."

Ambiq's secret sauce is in how the company mitigates for these variables.

"When faced with temperature and process variations, it's critical to center a supply voltage at a value that can compensate for those temperature and process fluctuations, so we have a unique way of regulating voltage across process and temperature that that allows subthreshold and near-threshold operations to be reliable and robust," Hanson said.

Ambiq's technology platform, Spot, uses "50 or 100" design techniques to deal with this, with techniques spanning analog, digital and memory design. Most of these techniques are at the circuit level; many classic building block circuits, including examples like the bandgap reference circuit, don't work when running in subthreshold mode and require re-engineering by Ambiq. Other challenges include how to distribute the clock and how to assign voltage domains.

Running at lower voltage does come with a tradeoff: Designs have to run slower. That's why, Hanson said, Ambiq started by applying its sub-threshold ideas in the embedded space. Twenty-four or 48 MHz was initially sufficient for ultra-low power wearables, where Ambiq holds about half the market share today. However, customers quickly increased their clock speed requirements. Ambiq achieved this by introducing more dynamic voltage and frequency scaling (DVFS) operating points—customers run 99% of the time in sub-threshold or near-threshold mode, but when they need a boost in compute, they can increase the voltage to run at higher frequency.

"Over time, you'll see more DVFS operating points from Ambiq because we want to support really low voltages, medium voltages and high voltages," Hanson said.

Other items on the technology roadmap for Ambiq include more advanced process nodes, architectural enhancements that increase performance without raising voltage and dedicated MAC accelerators (for both AI inference and filter acceleration).

The post Ambiq Launches AI SDK for Ultra-Low Power MCUs appeared first on EE Times.

Pennsylvania Philadelphia PA Philadelphia February 17, 2023 at 03:00PM

Hammond Louisiana Ukiah California Dike Iowa Maryville Missouri Secretary Maryland Winchester Illinois Kinsey Alabama Edmundson Missouri Stevens Village Alaska Haymarket Virginia Newington Virginia Edwards Missouri https://unitedstatesvirtualmail.blogspot.com/2023/02/houston-texas-appliance-parts-ambiq.html February 17, 2023 at 08:21PM Gruver Texas Glens Fork Kentucky Fork South Carolina Astoria Oregon Lac La Belle Wisconsin Pomfret Center Connecticut Nason Illinois Roan Mountain Tennessee https://coloradovirtualmail.blogspot.com/2023/02/houston-texas-appliance-parts-ambiq.html February 17, 2023 at 09:41PM from https://youtu.be/GuUaaPaTlyY February 17, 2023 at 10:47PM

[codezup]

Building a Self-Driving Car Simulator with OpenCV and Python

Introduction Building a Self-Driving Car Simulator with OpenCV and Python is an exciting project that allows you to create a realistic simulation of a self-driving car. This tutorial will guide you through the process of building a self-driving car simulator using OpenCV and Python. You will learn how to create a simulator that can detect and respond to various scenarios, such as lane departure,…

[myglitterobject]

In this blog, we will create a machine learning project to detect lane lines in real-time. We will do this using the Open CV library using computer vision concepts. To locate the lane, we need to find white markings on both sides of the lane.

[learnbaydata]

Data Science Projects

INTRODUCTION:

Data Science

is the field of study which deals with DATA. As in today’s time, data has become an important resource and also very complex to handle. Every day huge amount of data is collected which has become important to handle it effectively. In data science, a large amount of data is collected, analyzed, and interpreted into useful information or to extract knowledge useful to perform certain tasks. Data is collected and analyzed by using various types of analytics tools, statistics, business acumen, mathematics, etc.

Here are some of the top data science careers you can break into with an advanced degree.

Data Scientist

Machine Learning Engineer

Machine Learning Scientist

Applications Architect

Enterprise Architect

Data Architect

Infrastructure Architect

Data Engineer

It is important for any aspirant who is planning to start or willing to initiate their career in data science jobs, it’s not enough to only have in-depth knowledge of data science but also it's understanding as well. You can attain it by taking experience in Data Science Projects.

Data Science Projects allow the world know what you can do and how you can add more value. In other words, it means that if you have experience in a project, you are capable of solving a particular problem. Moreover, Data Science Projects enhances the chances of getting hired in top-notch companies like Google, Facebook, Microsoft, Oracle, Amazon, etc.

To determine the flourishing of a data science project, some skills are well known to be in any data scientist’s repertoire like statistics, mathematics, knowledge of any programming language like C, C++, R, Java, Python, etc., data engineering, data manipulation, designing of algorithms, etc.

DATA SCIENCE PROJECT

Apart from skills, it is important to determine steps that are followed in sequence to prepare any data science project. When it comes to data science projects, there is a sense of an uncertain pathway related to what the basic steps would be to complete a data science project. Here are essential steps which can be considered important in terms of data science projects:

Understand the business or activity 

Collect Data

Organize and Clean Data

Data Analysis

Data Manipulation

Communicate the result extracted from analysis and manipulation of data

Above mention, steps are just outline of preparing any data science projects, but it can be varied as per problem need to be solved.

Data science projects for Beginners are:

Fake News Detection

Brain Tumor Detection with Data Science

Leaf Disease Detection

Sentiment Analysis

Detecting Parkinson's Disease

Road Lane Line Detection

Color Detection with Python

Data science projects for Intermediate are:

Credit Card Fraud Detection Project

Breast Cancer Classification

Traffic Signs Recognition

Image Caption Generator Project in Python

Movie Recommendation System

Customer Segmentation

BEST ONLINE PLATFORMS FOR DATA SCIENCE

There are many institutes like Learnbay, Simplilearn, Scaler, Coursera, Upgrad, etc. which offer the best data science certification courses, in which not only theoretical aspects are emphasized but also quality data science projects are also included. If you are a working professionals and want you advance your career with data science salary and data scientist jobs, you can either opt for Simplilearn or Learnbay institutes.

Learnbay institute is considered the best institute for data science in Bangalore, where you can start from scratch and can become an expert by putting your hand on real-world cases projects. Although Simplilearn institute offers boot camps where you can learn data science concepts with its practical application. But Learnbay offers the best deals as; even people from non-technical backgrounds can think of their career in data science without having prior knowledge of and technical terms. In Learnbay, non-technical gets special assistance along with elective domain option (specialization in one or multiple domains like HR, Finance, Marketing, Telecom, Healthcare, Banking,etc.) If you are fresher, Coursera and Upgrad courses are best to start with; although data science projects quality is more advance in Learnbay and Simplilearn. But as every individual is different and has different goals, so you can decide by initially collecting and analyzing self data or self-information.

CONCLUSION

At last, would like to conclude that data science projects are an indispensable element to pursue a career in data science jobs in India. Data Science Project is parameters to determine your capability to solve any problem with an optimal solution.

[datascienceexcelr]

Data Science Course In Pune With 100% Placement

Once you finish the course, it will assist you to in commanding R, SQL, Command-Line, and Git. This blended PGP-BABI course comprises a comprehensive syllabus that entails learning topics like Statistics utilizing R, Analytical Techniques, and provides real-time industry exposure to the participants. Coursera, Udemy, edX, Google are some of the greatest sites to find out about Data Science programs. It can even models that may predict future events without any past inputs or information, through the use of an algorithm which is recognized as clustering. It also can create fraud detection models based on the historical information of fraudulent purchases. Python and R are simple to be taught and keep and therefore, Godsend to builders in Data Science.

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As far as Data Scientist is concerned Python is the most effective programming language, with plenty of libraries out there. Pune is in the prime three cities for Data Science alternatives with large educated useful resource pool of information science professionals. ExcelR school developed a really intelligent resolution to precisely tag the steel pipes with out correct IDs and predict the circumstances that reduce their failure throughout a crucial course of. A project/process to assist shoppers to have an excellent procurement technique for uncooked supplies, based upon demand and commodity index price pattern from completely different indexes the world over. The University will use all affordable effort to ship the programs as described, however the University reserves the best to make adjustments to marketed programs.

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In distinctive circumstances which are past the University’s reasonable management , we could must amend the programmes and provision marketed. In this event, the University will take cheap steps to minimise the disruption to your studies. If a course is withdrawn or if there are any elementary modifications to your course, we will give you cheap notice and you will be entitled to request that you are thought-about for an alternate course or withdraw your utility. As information science is steadily rising its impact on various fields, it's also suspected to replace many existing job roles. Hence, Data Science stands as some of the secured profession choices.

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ExcelR - Data Science, Data Analytics Course Training in Pune

101 A,1st Floor, Siddh Icon, Opposite Lane To Royal Enfield Showroom, Beside Asian Box Restaurant, Baner Road, Pune, Maharashtra 411045

E-mail- shyam@excelr.com

Phone Number- 919880913504

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