#beginner data platforms

[olivergisttv]

Intro to Data Analytics for Beginners: Free Tools and Platforms to Get Started

If you’ve ever felt curious about what data analytics is all about but thought it was too complicated or expensive to get into, you’re not alone. Data analytics used to be a field reserved for statisticians, data scientists, and tech gurus armed with pricey software. But in 2025, that’s changed dramatically! Now, with tons of free, user-friendly tools and platforms, anyone can dip their toes into…

[justposting1]

Top AI Tools to Start Your Training in 2024

Empower Your AI Journey with Beginner-Friendly Platforms Like TensorFlow, PyTorch, and Google Colab The rapid advancements in artificial intelligence (AI) have transformed the way we work, live, and learn. For aspiring AI enthusiasts, diving into this exciting field requires a combination of theoretical understanding and hands-on experience. Fortunately, the right tools can make the learning…

[tofupixel]

TofuPixel Links + FAQ - Commissions Open!

🌟 Building a game: @wishlings 🌠

🎨 My Portfolio

Support me: 💜 Tip Me 💜 Digital Store 💜 Print Store 💜 Game Assets 💜 Stickers + Merch

Socials: Bluesky | Cara | GameJolt | TikTok

Yes you can use / cross-stitch my work for personal use! <3

🎨 Pixel Art Beginner Guide

Hello, I'm Tofu, a pixel artist based in England. I work full-time doing pixel illustrations or game-art. I started learning in my early 20s, so no it's not too late for you!

I run a 7k+ member Discord server called Cafe Dot, where we host events like gesture drawing and portrait club.

I currently have Good Omens brainrot so expect some fanart on this blog. I also occasionally do/reblog horror art so be mindful of that!

Due to so much AI nonsense on every platform, all my public work will be filtered/edited with anti-AI scraping techniques. Supporters on my Ko-Fi can see unfiltered work and also download it.

🌸 Want to learn how to do pixel art? Check my tutorial tag!

Other tags:

tutorial (not pixel specific)

my art

follow (artists i recommend)

🌟Free Stuff!!!

❔FAQ

What app do you use? I use Aseprite on PC and occasionally Pixquare on iOS (use code tofu for 30% off Pixquare!! <3) Free alternative: Libresprite on PC

Why does your art look so crunchy / compressed? Glaze

How did you learn pixel art? I first started out watching MortMort and making tiny sprites. Then once I started getting interested in landscapes/environment art, I did many, many Studio Ghibli studies.

How can I also protect my art? You can use Glaze and Nightshade- Glaze protects against Img2Img style copying, and Nightshade poisons the data so the AI thinks it's the opposite of what it actually is. There is a lot of misinformation going around (likely from pro-AI groups) so do your own research too! If you're a pixel artist you can also tilt or blur your art after upscaling, which will make it near useless to AI models (or regular thieves) once downscaled again.

Feel free to send me an ask if there's anything you want to know! I am always happy to help beginners :--3

[biopractify]

Free online courses for bioinformatics beginners

🔬 Free Online Courses for Bioinformatics Beginners 🚀

Are you interested in bioinformatics but don’t know where to start? Whether you're from a biotechnology, biology, or computer science background, learning bioinformatics can open doors to exciting opportunities in genomics, drug discovery, and data science. And the best part? You can start for free!

Here’s a list of the best free online bioinformatics courses to kickstart your journey.

📌 1. Introduction to Bioinformatics – Coursera (University of Toronto)

📍 Platform: Coursera 🖥️ What You’ll Learn:

Basic biological data analysis

Algorithms used in genomics

Hands-on exercises with biological datasets

🎓 Why Take It? Ideal for beginners with a biology background looking to explore computational approaches.

📌 2. Bioinformatics for Beginners – Udemy (Free Course)

📍 Platform: Udemy 🖥️ What You’ll Learn:

Introduction to sequence analysis

Using BLAST for genomic comparisons

Basics of Python for bioinformatics

🎓 Why Take It? Short, beginner-friendly course with practical applications.

📌 3. EMBL-EBI Bioinformatics Training

📍 Platform: EMBL-EBI 🖥️ What You’ll Learn:

Genomic data handling

Transcriptomics and proteomics

Data visualization tools

🎓 Why Take It? High-quality training from one of the most reputable bioinformatics institutes in Europe.

📌 4. Introduction to Computational Biology – MIT OpenCourseWare

📍 Platform: MIT OCW 🖥️ What You’ll Learn:

Algorithms for DNA sequencing

Structural bioinformatics

Systems biology

🎓 Why Take It? A solid foundation for students interested in research-level computational biology.

📌 5. Bioinformatics Specialization – Coursera (UC San Diego)

📍 Platform: Coursera 🖥️ What You’ll Learn:

How bioinformatics algorithms work

Hands-on exercises in Python and Biopython

Real-world applications in genomics

🎓 Why Take It? A deep dive into computational tools, ideal for those wanting an in-depth understanding.

📌 6. Genomic Data Science – Harvard Online (edX) 🖥️ What You’ll Learn:

RNA sequencing and genome assembly

Data handling using R

Machine learning applications in genomics

🎓 Why Take It? Best for those interested in AI & big data applications in genomics.

📌 7. Bioinformatics Courses on BioPractify (100% Free)

📍 Platform: BioPractify 🖥️ What You’ll Learn:

Hands-on experience with real datasets

Python & R for bioinformatics

Molecular docking and drug discovery techniques

🎓 Why Take It? Learn from domain experts with real-world projects to enhance your skills.

🚀 Final Thoughts: Start Learning Today!

Bioinformatics is a game-changer in modern research and healthcare. Whether you're a biology student looking to upskill or a tech enthusiast diving into genomics, these free courses will give you a strong start.

📢 Which course are you excited to take? Let me know in the comments! ����💬

[tricitymonsters]

I know I put a lot of attention on Steam because of the sheer size of the marketplace and the effort Steam itself takes in marketing for devs but I really wanted to take a second to shout out TCM's numbers on itch.io because I really feel like the game found it's first platform there and I especially want to highlight what a great community it is for Indie Devs of all experience levels.

So I have TCM split up between 4 titles on itch- the main one is for all the new stuff and then each beta has it's own homepage. Downside, it kinda splits all my metrics up but the plus side its much easier to navigate for yall so I'll refrain from complaining lol.

Now given we started with just the Mori beta in late 2021, and added chapters slowly over time, here's where we're at right now.

Views: 312k

Downloads: 22.3k

Browser Plays: 35.6k

Ratings: 347

Collections: 5295

Comments: 189

So there are a couple really interesting things going on with this data. Let's analyze

Firstly, the numbers on the main chapter beat the *hell* out of the beta numbers. BUT this makes sense as more people are going to find the main game or PLAY the main game first at a vastly higher rate. So even though that game page has been up the least amount of time, it gets *by far* the most traffic. For example, if we take away the main page numbers, here's how the betas are doing on their own:

Views: 63.3k

Downloads: 5.4k

Browser Plays: 18.2k

Ratings: 133

Collections: 847

Comments: 42

So, if you were an indie dev posting your game on itch.io, these numbers should tell you to carefully consider how you're going to organize your game- especially if it comes in multiple parts. When I was going through the betas I did consider keeping everything on one page and therefore aggregating all of my traffic stats into one place but there are pros and cons.

Mostly, I went with separate pages because:

It's easier to organize files for downloads per character/game piece than to have a huge list of system-specific builds for every character that players have to scroll through. It's just hard to parse out.

Second, I thought that breaking up the chapters like this might help me better gauge each character's popularity via their stats. This... sort of worked. Because the Mori beta went up almost a year before Amir's, his numbers are MUCH higher and I have to be careful not to conflate that with his raw popularity. Another tricky note is that since Mori was the first chapter uploaded, many people will play his beta and then if they decide they're not into the game, won't play the other two characters, which again inflates Mori's numbers.

It was obvious in the gap after Spooktober 2021 and Amir's chapter that I had a project worth pursuing but the way I structured itch.io has made it hard to accurately gauge how popular exactly each character is.

Most of you know I'm running a popularity poll right now for some milestone art and while I expected Mori to lead (even with all the caveats I just listed, he does tend to be the most popular of the bunch) but I did not expect Akello to be *right* on his ass, even before weighing the patreon votes so.

Goes to show you that understanding structure and traffic trends can really go a very very long way to engaging your audience and build a stable, fun community around your game.

Another huge advantage to itch is that- in generalities- the community and ecosystem there is much kinder to beginner devs and passion projects. On steam, I'm taking up the same marketplace space as AAA multimillion-dollar games and while the eyeballs that comes with that is great for TCMs longevity hopefully, it also comes with the reality that I'm marking a queer niche adult visual novel right next to Mainstream Gamers. Now, I do want to be extremely clear that my experience with Steam so far has been really good- TCM has good and (more importantly) honest reviews, people have passed constructive critique to me and been extremely reasonable, I've managed to connect to some content curators who have similar tastes... But Steam is also the home to like. "Oooh Naur Woke Games Kill Art" Lists and stuff so. My experience on Itch is that- while some of that exists to a certain degree- the general ecosystem is much more forgiving and less sharply fractured.

I'm not sure that I would change anything I've done in the point leading me here so far, I think that by and large I've made the best choices I could given what I knew at the time and also managed to roll with the punches as the come but my experienced advice at this stage is definitely for an indie dev who hasn't landed a solid success yet or a hobby dev looking for feedback to start with Itch.io as a place to build your game's community.

There are other game hosting sites too, like Gamejolt, for instance, but while TCM used to be on Gamejolt their content policies and audience demographics were not a great fit, as was my experience with Newgrounds.

So. there are MANY choices but in all I'm grateful I didn't jump right into steam and also that my itch.io audience has been SO supportive and so enthusiastic about rating/commenting/and curating TCM to help spread the word. Especially since early in the project I had basically no marketing budget (I have a very small one now that covers the occasional blazed post but still).

ANYWAY thanks for reading my big dumb rambling posts but I really wanted to shed some light on the virtues of Itch after I've been chasing my own tail trying to get Steam working for me the way I want.

[womaneng]

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A post shared by Zeynep Küçük Woman Engineer (@woman.engineer)

Learning to code and becoming a data scientist without a background in computer science or mathematics is absolutely possible, but it will require dedication, time, and a structured approach. ✨👌🏻 🖐🏻Here’s a step-by-step guide to help you get started:

1. Start with the Basics:

- Begin by learning the fundamentals of programming. Choose a beginner-friendly programming language like Python, which is widely used in data science.

- Online platforms like Codecademy, Coursera, and Khan Academy offer interactive courses for beginners.

2. Learn Mathematics and Statistics:

- While you don’t need to be a mathematician, a solid understanding of key concepts like algebra, calculus, and statistics is crucial for data science.

- Platforms like Khan Academy and MIT OpenCourseWare provide free resources for learning math.

3. Online Courses and Tutorials:

- Enroll in online data science courses on platforms like Coursera, edX, Udacity, and DataCamp. Look for beginner-level courses that cover data analysis, visualization, and machine learning.

4. Structured Learning Paths:

- Follow structured learning paths offered by online platforms. These paths guide you through various topics in a logical sequence.

5. Practice with Real Data:

- Work on hands-on projects using real-world data. Websites like Kaggle offer datasets and competitions for practicing data analysis and machine learning.

6. Coding Exercises:

- Practice coding regularly to build your skills. Sites like LeetCode and HackerRank offer coding challenges that can help improve your programming proficiency.

7. Learn Data Manipulation and Analysis Libraries:

- Familiarize yourself with Python libraries like NumPy, pandas, and Matplotlib for data manipulation, analysis, and visualization.

For more follow me on instagram.

[bigprofitpulse]

BigProfitPulse.io Reviews Explore the Best Trading Conditions

The online trading world is dynamic and ever-evolving making it crucial to choose a reliable and efficient platform that provides traders with the best opportunities. BigProfitPulse.io reviews showcase why this platform stands out as a leader in the financial industry offering a combination of innovative tools competitive trading conditions and high-speed execution. With a diverse range of financial instruments and a user-friendly interface traders can seamlessly engage in trading without unnecessary hurdles. The ability to access real-time market prices and leverage personalized support ensures that every trader from beginners to professionals can optimize their strategies and achieve financial success.

BigProfitPulse.io Reviews Why Traders Choose Us

Traders are always in search of a platform that not only meets their expectations but also exceeds them. BigProfitPulse.io reviews highlight how this platform consistently delivers top-tier trading services ensuring that every trader has access to the best possible conditions. A major reason why traders trust BigProfitPulse.io is the platform’s commitment to transparency and efficiency. With instant order execution and competitive spreads traders can capitalize on opportunities without worrying about delays or hidden fees. Additionally the platform’s training programs provide users with invaluable insights helping them refine their skills and develop well-informed trading strategies. Whether you are just getting started or already an experienced trader BigProfitPulse.io has the tools and resources to support your journey.

BigProfitPulse.io A Cutting-Edge Trading Platform

One of the most discussed features in BigProfitPulse.io reviews is its cutting-edge trading platform which is designed to cater to traders of all levels. The web-based terminal allows users to analyze financial markets track real-time price movements and execute trades effortlessly from their browsers. There is no need for additional software installations or complicated setup procedures making it easier than ever to engage in global trading. Whether you are trading stocks foreign currencies or precious metals BigProfitPulse.io provides an advanced yet accessible trading environment. The platform is equipped with the latest tools for technical analysis ensuring that traders can make data-driven decisions with confidence.

BigProfitPulse.io Reviews Comprehensive Client Support

A key highlight in BigProfitPulse.io reviews is the comprehensive customer support that ensures traders receive assistance whenever they need it. The platform prides itself on offering professional support services with a team of knowledgeable experts available to answer questions resolve technical issues and provide valuable insights. Whether traders require help navigating the trading terminal understanding market trends or optimizing their trading strategies BigProfitPulse.io’s support team is always ready to assist. This level of commitment to customer service sets the platform apart making it a preferred choice for traders looking for reliability and security.

BigProfitPulse.io  Real-Time Liquidity and Instant Execution

Market conditions can change in an instant and traders need a platform that provides real-time liquidity and swift order execution. BigProfitPulse.io reviews emphasize how the platform ensures that trades are processed without delays allowing traders to take advantage of market fluctuations as they happen. The integration of interbank liquidity ensures that users get the best available prices maximizing their profitability. By eliminating execution lags and providing seamless order processing BigProfitPulse.io enhances the overall trading experience giving users a competitive edge in the financial markets.

BigProfitPulse.io Reviews Personalized Training for Traders

Education and continuous learning play a significant role in a trader’s success and BigProfitPulse.io reviews highlight how the platform offers personalized training programs to support users at every stage of their trading journey. Traders are matched with experienced tutors who provide insights into market movements risk management and profitable trading strategies. This hands-on approach helps traders develop confidence and refine their skills ensuring they can navigate financial markets with greater precision. The platform’s commitment to education makes it an ideal choice for both newcomers and seasoned professionals looking to expand their knowledge.

BigProfitPulse.io Reviews Secure and Fast Withdrawals

Security and convenience are top priorities for traders and BigProfitPulse.io reviews confirm that the platform provides a safe and efficient withdrawal process. Users can request fund withdrawals at any time knowing that transactions will be processed swiftly without unnecessary delays. The platform employs advanced security measures to protect user funds and personal data giving traders peace of mind while they focus on their trading activities. Whether traders are actively trading or cashing out their profits they can trust BigProfitPulse.io to handle their transactions smoothly and securely.

BigProfitPulse.io Getting Started is Easy

A major advantage noted in BigProfitPulse.io reviews is the simplicity of getting started on the platform. Registration is quick and straightforward allowing traders to create an account and begin trading within minutes. The low minimum deposit requirement makes it accessible to traders of all backgrounds whether they are testing the waters or fully committing to the trading lifestyle. The platform also provides personalized guidance during the onboarding process ensuring that new traders have all the necessary tools and knowledge to begin their journey with confidence.

BigProfitPulse.io The Advantages of Trading Here

Traders continue to choose BigProfitPulse.io for the numerous advantages it offers. BigProfitPulse.io reviews frequently mention the following key benefits

Competitive spreads and low trading commissions ensuring maximum profitability

Swift and hassle-free processing of withdrawal requests allowing traders to access their funds at any time

Timely updates on significant market events helping traders stay informed and make strategic decisions

Access to global financial markets enabling users to diversify their portfolios and explore multiple investment opportunities

Professional customer support dedicated to resolving issues and providing expert assistance

BigProfitPulse.io Reviews Your Path to Financial Success

Finding the right trading platform is essential for achieving success in the financial markets. BigProfitPulse.io reviews highlight how this platform combines advanced technology expert guidance and superior trading conditions to create an unparalleled trading experience. Whether you are an aspiring trader or a seasoned professional looking for a reliable partner BigProfitPulse.io provides all the tools and resources necessary for success. By choosing BigProfitPulse.io traders gain access to a secure transparent and innovative trading environment that empowers them to reach their financial goals.

[angrycanadiandragonwrangler]

So Social Studies Was A While Ago

Canada has a federal election in a month. (28 April 2025) It's a rather important one as our practical choices are the Conservative Party of Canada or the Liberal Party of Canada.

This is true despite technically not being a two party system. I'm sorry.

Maybe you're like me, and you mostly remember social studies as a horrible class where they taught you a parade of dead white guys and skipped everybody else. Maybe it's been three decades and you don't remember it at all. Maybe the curriculum has changed a lot in the intervening time and you just don't remember the section on How It Works.

Me either bud.

So this is an attempt to collect a couple beginners resources in preparation for a month from now.

1: Elections Canada The non-partisan construction of people that runs federal elections. Its website, as government sites go, is pretty easy to navigate. This is where you go to find out the riding you vote in, if your registered, when advance voting days are, etc.

1A: Past Elections Data Also at Elections Canada you can look up a map layout of previous results including a breakdown of each riding's votes by percentage. This will tell you if you're in a riding that may be at risk of electing a Conservative MP.

1B: List of Political Parties You can get a link to every registered political party here. Always bear in mind that when you are visiting a political party's website to know their platform, they are going to put everything forward in as appealing a way as they possible can. Go in with intention and attention and make sure you comprehend what you are reading.

2: Government of Canada - Democracy and Elections The "Democracy in Canada" section is a much better primer than anything I'm going to be able to give you. Please go read it if you are unsure how things run. It's not an indictment of you to not know something. This is your chance to patch that gap.

Canada has a tendency to be ridiculously smug about itself. It's very easy to look rational and polite and sensible and competent when the kid at the next desk over is having a meltdown. For a lot of Canada's less politically minded citizenry, the entire philosophy is "at least we're not the states."

I get it. It's an easy trap to fall into. It is still a trap, and it helps no one.

We cannot afford to be smug, and lackadaisical. Not ever, in truth, but especially not right now.

If you can vote in Canada, and you've ever thought it could do better by its more vulnerable people, whether that's indigenous communities, its queer communities, its immigrant communities, its working class communities, then you have a responsibility to block the Conservatives from gaining federal power.

This post is obviously not a neutral education post. I am a bi-racial, bisexual, gender-bewildered, mentally ill, female presenting individual who works in community services. My communities are under direct threat in this election.

But if you think about it for a minute, yours probably are too.

[indira-securities]

How Do Trading Applications Help You Stay Ahead in the Stock Market?

Understanding Stock Trading Apps

Stock trading apps are mobile tools that let users manage investments and execute trades in real time. Designed for both beginners and seasoned traders, they simplify market participation through intuitive interfaces and instant access to data.

The best trading apps integrate features like live market updates, customizable watchlists, and analytical tools to support informed decision-making. Users can monitor portfolio performance, receive price alerts, and track trends, all while managing investments on the go. This flexibility has made such apps indispensable for modern investors seeking efficiency.

The Evolution of Stock Trading Through Mobile Apps

Mobile applications have transformed how individuals engage with financial markets, making stock trading more accessible than ever. While these the best Stock market mobile trading app offer unparalleled convenience, they also come with challenges, including technical glitches and cybersecurity risks.

Mechanics Behind Stock Trading Apps

These apps act as gateways to brokerage accounts, enabling users to buy or sell assets with a few taps. After setting up an account—which involves identity verification and funding—traders can execute orders, analyze charts, and access news seamlessly.

These the best trading platform provide detailed reviews and comparisons, helping users evaluate app reliability, data accuracy, and service quality. By aggregating expert insights, these resources simplify the process of identifying apps that best meet individual needs.

Advantages of Stock Trading Apps

Instant Market Access: Real-time data and lightning-fast trade execution allow users to capitalize on market shifts immediately.

Portability: Manage investments anytime, anywhere, eliminating the need for desktop-bound trading.

Educational Resources: Many apps offer tutorials, webinars, and research tools to help users refine their strategies.

Potential Drawbacks

Technical Vulnerabilities: Server outages or lagging data can delay trades, potentially leading to missed opportunities.

Security Risks: Despite encryption protocols, the risk of cyberattacks remains a concern, necessitating strong passwords and vigilance.

Limited Guidance: Automated platforms lack personalized advice, which may leave novice investors unsure about complex decisions.

Choosing the Right App

When selecting a stock trading app, prioritize factors like security measures, fee structures, and user experience. Cross-referencing reviews on sites can highlight strengths and weaknesses. Additionally, assess whether the app’s features—such as advanced charting or educational content—align with your skill level and goals. Many of these apps also simplify the demat account opening process, allowing users to quickly start trading with seamless onboarding and verification.

Final Thoughts

Stock trading apps democratize market participation but require careful consideration of their pros and cons. By balancing convenience with due diligence, investors can leverage these tools to build and manage portfolios effectively. Always supplement app-based trading with independent research or professional advice to navigate the markets confidently.

For more information, visit https://www.indiratrade.com/

[educationmore]

Python for Beginners: Launch Your Tech Career with Coding Skills

Are you ready to launch your tech career but don’t know where to start? Learning Python is one of the best ways to break into the world of technology—even if you have zero coding experience.

In this guide, we’ll explore how Python for beginners can be your gateway to a rewarding career in software development, data science, automation, and more.

Why Python Is the Perfect Language for Beginners

Python has become the go-to programming language for beginners and professionals alike—and for good reason:

Simple syntax: Python reads like plain English, making it easy to learn.

High demand: Industries spanning the spectrum are actively seeking Python developers to fuel their technological advancements.

Versatile applications: Python's versatility shines as it powers everything from crafting websites to driving artificial intelligence and dissecting data.

Whether you want to become a software developer, data analyst, or AI engineer, Python lays the foundation.

What Can You Do With Python?

Python is not just a beginner language—it’s a career-building tool. Here are just a few career paths where Python is essential:

Web Development: Frameworks like Django and Flask make it easy to build powerful web applications. You can even enroll in a Python Course in Kochi to gain hands-on experience with real-world web projects.

Data Science & Analytics: For professionals tackling data analysis and visualization, the Python ecosystem, featuring powerhouses like Pandas, NumPy, and Matplotlib, sets the benchmark.

Machine Learning & AI: Spearheading advancements in artificial intelligence development, Python boasts powerful tools such as TensorFlow and scikit-learn.

Automation & Scripting: Simple yet effective Python scripts offer a pathway to amplified efficiency by automating routine workflows.

Cybersecurity & Networking: The application of Python is expanding into crucial domains such as ethical hacking, penetration testing, and the automation of network processes.

How to Get Started with Python

Starting your Python journey doesn't require a computer science degree. Success hinges on a focused commitment combined with a thoughtfully structured educational approach.

Step 1: Install Python

Download and install Python from python.org. It's free and available for all platforms.

Step 2: Choose an IDE

Use beginner-friendly tools like Thonny, PyCharm, or VS Code to write your code.

Step 3: Learn the Basics

Focus on:

Variables and data types

Conditional statements

Loops

Functions

Lists and dictionaries

If you prefer guided learning, a reputable Python Institute in Kochi can offer structured programs and mentorship to help you grasp core concepts efficiently.

Step 4: Build Projects

Learning by doing is key. Start small:

Build a calculator

Automate file organization

Create a to-do list app

As your skills grow, you can tackle more complex projects like data dashboards or web apps.

How Python Skills Can Boost Your Career

Adding Python to your resume instantly opens up new opportunities. Here's how it helps:

Higher employability: Python is one of the top 3 most in-demand programming languages.

Better salaries: Python developers earn competitive salaries across the globe.

Remote job opportunities: Many Python-related jobs are available remotely, offering flexibility.

Even if you're not aiming to be a full-time developer, Python skills can enhance careers in marketing, finance, research, and product management.

If you're serious about starting a career in tech, learning Python is the smartest first step you can take. It’s beginner-friendly, powerful, and widely used across industries.

Whether you're a student, job switcher, or just curious about programming, Python for beginners can unlock countless career opportunities. Invest time in learning today—and start building the future you want in tech.

Globally recognized as a premier educational hub, DataMites Institute delivers in-depth training programs across the pivotal fields of data science, artificial intelligence, and machine learning. They provide expert-led courses designed for both beginners and professionals aiming to boost their careers.

Python Modules Explained - Different Types and Functions - Python Tutorial

[mojop24]

Why Learning Python is the Perfect First Step in Coding

Learning Python is an ideal way to dive into programming. Its simplicity and versatility make it the perfect language for beginners, whether you're looking to develop basic skills or eventually dive into fields like data analysis, web development, or machine learning.

Start by focusing on the fundamentals: learn about variables, data types, conditionals, and loops. These core concepts are the building blocks of programming, and Python’s clear syntax makes them easier to grasp. Interactive platforms like Codecademy, Khan Academy, and freeCodeCamp offer structured, step-by-step lessons that are perfect for beginners, so start there.

Once you’ve got a handle on the basics, apply what you’ve learned by building small projects. For example, try coding a simple calculator, a basic guessing game, or even a text-based story generator. These small projects will help you understand how programming concepts work together, giving you confidence and helping you identify areas where you might need a bit more practice.

When you're ready to move beyond the basics, Python offers many powerful libraries that open up new possibilities. Dive into pandas for data analysis, matplotlib for data visualization, or even Django if you want to explore web development. Each library offers a set of tools that helps you do more complex tasks, and learning them will expand your coding skillset significantly.

Keep practicing, and don't hesitate to look at code written by others to see how they approach problems. Coding is a journey, and with every line you write, you’re gaining valuable skills that will pay off in future projects.

FREE Python and R Programming Course on Data Science, Machine Learning, Data Analysis, and Data Visualization

[grimjrfangirl]

It's crazy... We're in 2024 and a day like today marks the 20th anniversary of the Webcomic:Grim Tales from Down Below, on December 20, 2004, so it's been around for 2 decades, existing since the early 2000's, and to think that it all started on DeviantArt, in Bleedman fandom I can say that there are: fangirls / fanboys, artists and beginners who admire him, haters unfortunately in every community there are and also "fetishists", people who in their youth liked his webcomics and now it makes them cringe, no way. Bleedman is currently more active on the X platform formerly Twitter.

The webcomic includes some characters from Cartoon Network animated series, mainly 'The Grim Adventures of Billy and Mandy' -original creator Maxwell Atoms- and with other characters from series such as Spawn, the strange world of Jack, Samurai Jack, Danny Phantom, and even Time Adventure to mention some of many series.

The second crossover webcomic by Vinson Ngo a.k.a Bleedman (the first being Powerpuff Girls Doujinshi), created in late 2004 (about a year after PPGD started), Grim Tales from Down Below is a fan-comic based on fanfic, focusing on two characters created by E.R.M Griffin (Dead Doll00), the children of Grim and a now-adult Mandy, from The Grim Adventures of Billy & Mandy, who in this Alternate Continuity are the king and queen of the underworld. In this story they have 2 children; Grim Jr. (aka Junior) and his half sister Minnie (short for Mini-Mandy), while also incorporating an origin fanfic for the two that was written by SonicRose.

Grim Tales From Down Below (stylized as Grim Tales and often shortened to GT) is a manga-styled fancomic drawn by Bleedman and is hosted at Snafu-Comics.com. Bleedman did all the art for Grim Tales, while Griddles helped with the story. In Chapter 2, was another story helped named Heather M. Solomon, but she was not mentioned in other chapters. As of the first GTFO chapter, NeoEdensKing writes the story. Q-Nova did the story at the start of the second GTFO before being taken over by Radical Cola.

The comic is mainly based on The Grim Adventures of Billy & Mandy, but features other source material such as Danny Phantom, The Powerpuff Girls, The Nightmare Before Christmas, The Fairly OddParents, Samurai Jack, Spawn, Mina and the Count and Adventure Time.

Grim Tales is seperated into 2 arcs and a side spin off so far; Grim Tales: From Down Below and currently Grim Tales: What About Mimi as well as the spinoff Grim Tales: Further Orientation.

A non-canon chapter titled Afterbirth set a few years after the original comic has been leaked on the internet.

Extra data; At this point in my life I can say that the Webcomic:Grim Tales from Down Below... Is very dark, although the drawing style is nice, I don't recommend it to anyone who is sensitive, since it touches on some controversial topics, although remember that everything is fiction and does not affect the canon of the original characters involved in the Webcomic-Crossover that have corresponding copyrights. I will not deny that my favorite characters are the main ones from the Webcomic.

[avfxcapital]

Understanding CFD Trading: Concepts, Strategies, and Risk Management

Introduction

A contract for difference (CFD) provides traders the opportunity to take part in the world markets without actually receiving the underlying asset. If you just bet on whether prices will change, you can get exposure to forex, stocks, commodities, indices, and cryptocurrencies all from the same platform. Several traders of all levels, professional or not, are now interested in CFDs because they are flexible and exciting. Within a few more minutes, this guide will let you know what CFDs are, how they function, which first strategies to use, and most importantly, how to handle the higher risks involved with using leverage.

What Is CFD Trading?                                                                                      

A trader and broker agree on a Contract for Difference (CFD), which involves buying or selling the difference in the prices of an asset at opening and closing. You do not purchase Apple or oil stocks directly; simply forecast their price movement. When the market goes the way you predicted, you receive the difference from the broker; otherwise, you will owe the broker the loss. Since CFD trading includes major and minor forex, stocks, commodities, indices, and crypto tokens, you can enjoy more choice and control over your money with only one account.

How is CFD trading exactly?

If you think prices will go up, you decide to go long (buy). The result of your trade is your number of CFD units multiplied by the change in points of the asset. Since CFDs are leveraged, your initial margin may be only 5 % for major indices and 20 % for unstable cryptos.

Let’s say you buy stock index futures for 7,500, amounting to 1 lot (or 100 units). The minimum margin at 5 % is $ 3,750. Rising to 7,600, your earnings are $ 1,000 (100 x 10 USD per point), and falling to 7,500, you suffer a $ 1,000 loss out of your original investment of $3,750.

Some of the most important aspects to know about trading CFDs.

The gap between buying and selling prices, also called the spread, gets lower when spreads are tight; this leads to reduced costs for trading.

Leverage causes both profits and losses to be higher; margin serves as the required cash to store open positions.

Volatile markets mean shares can swing a lot in price, which provides opportunity but also risk. To manage the risk, a smaller stake is needed.

If there are overnight financing (swap) costs, inactivity fees, and wider spreads on liquid investments, this may reduce your profit—make sure to check the fine details.

Strategies That Are Easy for Beginners

Follow Trends—Look for higher highs or lower lows and then trade along with the main movement shown on a daily high or low.

Use breakout trading—take a position after the price breaks an important support or resistance level with strong volume.

Range Trading - That is, buy near the support in a range and sell at resistance points when the market isn’t moving much and volatility is low.

Do’s

Examine every strategy using data from the past.

It helps to use a demo account ahead of real trading.

Be sure that the maximum risk you take for a single trade is just 2 % of the funds you have.

Don’t

Notice and act on every single market change.

Next time, stake a bigger amount when you lose.

Try not to let major economic reports cause you to overreact.

Managing Risks while Trading CFD

Since a small change in the market can cause big losses when using leverage, sticking to risk control is very important.

Stop-Loss Orders- Set a stop-loss order to decide the amount of loss you are willing to take.

Risk/Reward Ratio- When you take a risk, your potential reward should be twice as big or more.

Position Sizing - Adjust lot sizes so that hitting the stop-loss will always risk less than 2% of your account value.

Psychology plays an important role, so make sure your goals are realistic, always take a breather after a long streak of losses, and record your trades in a diary to notice when your emotions affect your actions. Keep yourself from chasing profits by over-trading and taking excessive risks after you win.

CFD Trading vs. Forex Trading

Trading in financial derivatives, for example in CFDs, is different from Forex trading.

Unlike forex trading, which only works with currency pairs, CFD trades are available in stocks, commodities, indices, and crypto as well. Because forex markets are so liquid and have small spreads, trading often is comfortable, but the 24-hour cycle may be too demanding for first-time users. CFD market access covers many assets, but spreads are large, trading longer means payments, and the news strongly influences outcomes—meaning they fit traders who need multi-market exposure.

Conclusion

Trading CFDs without truly understanding spreads, how leverage works, and risk controls is as risky as sailing in the open sea without any guidance. Beginners should trade on a smaller scale, follow these basic trading tips, and place stop-losses to reduce risks. The bulk of your efforts should be done on a demo account before using your real funds, and stop using this method only when your results are all positive. Are you set to look at live markets? Look for regulated providers such as AVFX Capital to trade contracts for difference in a secure way.

FAQ

Q1: Is it possible for me to trade CFDs legally where I live?

Rules vary; it’s best to check with your local financial authority before starting an account.

Q2: Can I end up losing a greater amount than I first deposited?

Most likely—with the exception of brokers that provide negative-balance protection. Leverage is multiplied even further if markets gap.

Q3: What are the tax rules for trading CFDs?

The rules for taxing capital gains or income relate to each region; a qualified tax specialist can tell you how your income or capital gains are taxed.

Q4: Which platforms are used for CFD trading?

Many traders prefer Meta Trader 4/5, cTrader, and web apps made by individual firms because all of them include up-to-date charts, indicators, and tools to manage risks.

Q5: How much money should I have before I open an olive oil business?

Most brokers accept accounts with a small amount like $100, but for real diversification anhttps://avfxcapital.com/d controlling risks, it helps to have more capital.

For more visit: https://avfxcapital.com/

[pouch510]

Welcome to DK WIN – The Trusted Name in DK WIN Gems

In a world driven by digital excitement, one platform shines bright. Welcome to DK WIN, your destination for immersive, gem-based gaming experiences. The app has quickly become a top favorite among digital gaming fans in Bangladesh. With exciting visuals, instant gameplay, and a user-friendly interface, the game stands out.

Players looking for fun and vibrant challenges will find exactly what they need here. From beginner-friendly features to advanced play levels, the platform brings joy to every tap and swipe.

Let’s explore everything that makes this gem-focused game special. From how to download the app to why users across Bangladesh choose it every day, this guide covers it all.

Bangladesh’s Top Gaming App to Win Big in DK WIN Gems

Across Bangladesh, digital gaming continues to grow rapidly. Among countless options, this app offers a unique gem-matching experience. Simple yet addictive, it appeals to players of all ages.

What truly sets this platform apart is its accessibility. It is easy to use, quick to load, and smooth on both Android and iOS devices. Players can log in and start playing within minutes.

Moreover, the app’s gem theme is engaging and visually delightful. From the moment you launch it, vibrant colors and smooth transitions welcome you. It’s no wonder it has become one of the top mobile games in the country.

DK WIN Gems – Why Gems?

Why focus on gems? Gems are timeless symbols of brilliance and value. They represent progress, strategy, and reward in gameplay. When combined with interactive levels, they offer non-stop excitement.

This platform uses a gem-based design that encourages players to think, match, and conquer stages. Every round is a new chance to shine. Each gem matched brings visual satisfaction and rewards progress.

Players don’t just swipe and match. They solve, compete, and win through skillful play. This unique approach makes the platform both engaging and mentally refreshing.

Game Categories – DK WIN Gems Collection

The app offers a wide range of categories to suit different gaming tastes. Whether you’re a puzzle solver or an action fan, there’s something for you.

1. Classic Gem Matches

Simple yet exciting. Match three or more gems to clear the board and unlock new levels.

2. Timed Challenges

Race against the clock. Complete gem-based tasks before time runs out.

3. Strategy Levels

Think before you swipe. Plan your moves to reach high scores.

4. Daily Missions

Log in each day to get new gem puzzles and tasks. These keep the experience fresh and rewarding.

5. Leaderboard Competitions

Climb the rankings. Compete with others across Bangladesh for top scores.

Each category is designed to keep players engaged for hours. The variety ensures you never get bored.

Features of the DK WIN Gaming App

This gaming app comes packed with exciting features that keep users returning. Here are some highlights:

Fast Loading: Games launch quickly without lags.

Attractive Graphics: High-quality visuals and smooth animations.

Easy Navigation: Menus and buttons are easy to find and use.

Secure Platform: Built with strong data protection for your account.

Daily Bonuses: Rewards for regular players, including free spins and hints.

Sound Effects: Crisp audio makes each tap more enjoyable.

Custom Avatars: Personalize your in-game identity.

These features create an experience that’s both fun and user-focused.

Why Choose DK WIN for Gem-Themed Games?

Many apps promise fun. But few deliver like this one. Here's why players choose this platform:

Local Relevance: Designed for users in Bangladesh.

Smooth Access: Easy download and login process.

Lightweight: Runs smoothly even on budget phones.

Free to Start: Try it before committing.

Regular Updates: New features and levels are added often.

Support System: Help is available if needed.

Community Focus: You can connect and share with other players.

Every feature is tailored to deliver long-lasting enjoyment.

How to Download the DK WIN App on Android & iOS

Downloading the app is simple. Whether you’re on Android or iPhone, follow these steps:

For Android Users:

Open your browser and search for the official platform site.

Tap the download link for Android.

Allow permission for installation if prompted.

Wait for the download to finish.

Tap to install and launch the app.

For iOS Users:

Visit the Apple App Store.

Type in the app name.

Tap "Get" to begin downloading.

Enter your Apple ID if needed.

Once installed, open the game to start playing.

Both processes take less than five minutes. The app is lightweight, so it won’t take up much space on your device.

How to Register or Log In to the DK WIN Platform

Logging in or creating an account is fast and simple. Here’s how to get started.

Create Your Account – Fast, Free & Rewarding

Launch the app after installation.

Tap on "Register" or "Sign Up."

Enter your mobile number or email address.

Choose a secure password.

Agree to the terms and tap "Submit."

That’s it. You’re in! The platform may offer a welcome gift when you first register.

Step-by-Step Login Guide – Your Gateway to Real Wins

Once your account is set up, follow these steps to log in:

Open the app on your device.

Tap "Login."

Enter your registered mobile number or email.

Type your password.

Tap "Submit."

You’ll be directed straight to the home screen. From there, start exploring the latest gem levels.

Why Login to DK WIN?

Logging in daily brings many advantages. Here’s why staying signed in is beneficial:

Save Your Progress: Resume play from where you left off.

Claim Daily Bonuses: Log in to receive special rewards.

Join Leaderboards: Compete in daily and weekly events.

Access Updates: New features unlock when you're logged in.

Stay Secure: Keep your account protected.

The more consistent your logins, the richer your gameplay experience.

Top Reasons to Log In to DK WIN Daily

Logging in isn't just routine—it opens new experiences every day. Here are top reasons to do it often:

Fresh Challenges: Each day brings new levels and puzzles.

Exclusive Perks: Special gem packs and power-ups for regular players.

Limited-Time Events: Participate in seasonal or festival challenges.

Community Features: Chat and share strategies with other users.

Customization: Unlock skins, avatars, and sound themes.

These features make every login worth it.

Final Thoughts – DK WIN Gems for Endless Fun

In conclusion, DK WIN offers a fun, colorful, and satisfying way to enjoy gem-matching gameplay. With its strong focus on usability, regular updates, and player rewards, it has rightfully earned its place among the top gaming apps in Bangladesh.

Whether you're playing for five minutes or an hour, the platform ensures every session is worthwhile. Its engaging visuals, quick setup, and daily challenges keep players coming back.

So, why wait? Download the app, register in minutes, and begin your gem adventure today. Let your journey sparkle, one gem at a time!

[zooplekochi]

Automate Simple Tasks Using Python: A Beginner’s Guide

In today's fast paced digital world, time is money. Whether you're a student, a professional, or a small business owner, repetitive tasks can eat up a large portion of your day. The good news? Many of these routine jobs can be automated, saving you time, effort, and even reducing the chance of human error.

Enter Python a powerful, beginner-friendly programming language that's perfect for task automation. With its clean syntax and massive ecosystem of libraries, Python empowers users to automate just about anything from renaming files and sending emails to scraping websites and organizing data.

If you're new to programming or looking for ways to boost your productivity, this guide will walk you through how to automate simple tasks using Python.

🌟 Why Choose Python for Automation?

Before we dive into practical applications, let’s understand why Python is such a popular choice for automation:

Easy to learn: Python has simple, readable syntax, making it ideal for beginners.

Wide range of libraries: Python has a rich ecosystem of libraries tailored for different tasks like file handling, web scraping, emailing, and more.

Platform-independent: Python works across Windows, Mac, and Linux.

Strong community support: From Stack Overflow to GitHub, you’ll never be short on help.

Now, let’s explore real-world examples of how you can use Python to automate everyday tasks.

🗂 1. Automating File and Folder Management

Organizing files manually can be tiresome, especially when dealing with large amounts of data. Python’s built-in os and shutil modules allow you to automate file operations like:

Renaming files in bulk

Moving files based on type or date

Deleting unwanted files

Example: Rename multiple files in a folder

import os folder_path = 'C:/Users/YourName/Documents/Reports' for count, filename in enumerate(os.listdir(folder_path)): dst = f"report_{str(count)}.pdf" src = os.path.join(folder_path, filename) dst = os.path.join(folder_path, dst) os.rename(src, dst)

This script renames every file in the folder with a sequential number.

📧 2. Sending Emails Automatically

Python can be used to send emails with the smtplib and email libraries. Whether it’s sending reminders, reports, or newsletters, automating this process can save you significant time.

Example: Sending a basic email

import smtplib from email.message import EmailMessage msg = EmailMessage() msg.set_content("Hello, this is an automated email from Python!") msg['Subject'] = 'Automation Test' msg['From'] = 'you@example.com' msg['To'] = 'recipient@example.com' with smtplib.SMTP_SSL('smtp.gmail.com', 465) as smtp: smtp.login('you@example.com', 'yourpassword') smtp.send_message(msg)

⚠️ Note: Always secure your credentials when writing scripts consider using environment variables or secret managers.

🌐 3. Web Scraping for Data Collection

Want to extract information from websites without copying and pasting manually? Python’s requests and BeautifulSoup libraries let you scrape content from web pages with ease.

Example: Scraping news headlines

import requests from bs4 import BeautifulSoup url = 'https://www.bbc.com/news' response = requests.get(url) soup = BeautifulSoup(response.text, 'html.parser') for headline in soup.find_all('h3'): print(headline.text)

This basic script extracts and prints the headlines from BBC News.

📅 4. Automating Excel Tasks

If you work with Excel sheets, you’ll love openpyxl and pandas two powerful libraries that allow you to automate:

Creating spreadsheets

Sorting data

Applying formulas

Generating reports

Example: Reading and filtering Excel data

import pandas as pd df = pd.read_excel('sales_data.xlsx') high_sales = df[df['Revenue'] > 10000] print(high_sales)

This script filters sales records with revenue above 10,000.

💻 5. Scheduling Tasks

You can schedule scripts to run at specific times using Python’s schedule or APScheduler libraries. This is great for automating daily reports, reminders, or file backups.

Example: Run a function every day at 9 AM

import schedule import time def job(): print("Running scheduled task...") schedule.every().day.at("09:00").do(job) while True: schedule.run_pending() time.sleep(1)

This loop checks every second if it’s time to run the task.

🧹 6. Cleaning and Formatting Data

Cleaning data manually in Excel or Google Sheets is time-consuming. Python’s pandas makes it easy to:

Remove duplicates

Fix formatting

Convert data types

Handle missing values

Example: Clean a dataset

df = pd.read_csv('data.csv') df.drop_duplicates(inplace=True) df['Name'] = df['Name'].str.title() df.fillna(0, inplace=True) df.to_csv('cleaned_data.csv', index=False)

💬 7. Automating WhatsApp Messages (for fun or alerts)

Yes, you can even send WhatsApp messages using Python! Libraries like pywhatkit make this possible.

Example: Send a WhatsApp message

import pywhatkit pywhatkit.sendwhatmsg("+911234567890", "Hello from Python!", 15, 0)

This sends a message at 3:00 PM. It’s great for sending alerts or reminders.

🛒 8. Automating E-Commerce Price Tracking

You can use web scraping and conditionals to track price changes of products on sites like Amazon or Flipkart.

Example: Track a product’s price

url = "https://www.amazon.in/dp/B09XYZ123" headers = {"User-Agent": "Mozilla/5.0"} page = requests.get(url, headers=headers) soup = BeautifulSoup(page.content, 'html.parser') price = soup.find('span', {'class': 'a-price-whole'}).text print(f"The current price is ₹{price}")

With a few tweaks, you can send yourself alerts when prices drop.

📚 Final Thoughts

Automation is no longer a luxury it’s a necessity. With Python, you don’t need to be a coding expert to start simplifying your life. From managing files and scraping websites to sending e-mails and scheduling tasks, the possibilities are vast.

As a beginner, start small. Pick one repetitive task and try automating it. With every script you write, your confidence and productivity will grow.

Conclusion

If you're serious about mastering automation with Python, Zoople Technologies offers comprehensive, beginner-friendly Python course in Kerala. Our hands-on training approach ensures you learn by doing with real-world projects that prepare you for today’s tech-driven careers.

[epshreyashsompura]

How to Add CSV Data to an Online Map?

Introduction 

If you're working with location-based data in a spreadsheet, turning it into a map is one of the most effective ways to make it visually engaging and insightful. Whether you're planning logistics, showcasing population distribution, or telling a location-driven story, uploading CSV (Comma-Separated Values) files to an online mapping platform helps simplify and visualize complex datasets with ease.

🧩 From Spreadsheets to Stories

If you've ever worked with spreadsheets full of location-based data, you know how quickly they can become overwhelming and hard to interpret. But what if you could bring that data to life—turning rows and columns into interactive, insightful maps?

📌 Why Map CSV Data?

Mapping CSV (Comma-Separated Values) data is one of the most effective ways to simplify complex datasets and make them visually engaging. Whether you're analyzing population trends, planning delivery routes, or building a geographic story, online mapping platforms make it easier than ever to visualize the bigger picture.

⚙️ How Modern Tools Simplify the Process

Modern tools now allow you to import CSV or Excel files and instantly generate maps that highlight patterns, relationships, and clusters. These platforms aren’t just for GIS professionals—anyone with location data can explore dynamic, customizable maps with just a few clicks. Features like filtering, color-coding, custom markers, and layered visualizations add depth and context to otherwise flat data.

📊 Turn Data Into Actionable Insights

What’s especially powerful is the ability to analyze your data directly within the map interface. From grouping by categories to overlaying district boundaries or land-use zones, the right tool can turn your basic spreadsheet into an interactive dashboard. And with additional capabilities like format conversion, distance measurement, and map styling, your data isn't just mapped—it's activated.

🚀 Getting Started with Spatial Storytelling

If you're exploring options for this kind of spatial storytelling, it's worth trying platforms that prioritize ease of use and flexibility. Some tools even offer preloaded datasets and drag-and-drop features to help you get started faster.

🧭 The Takeaway

The bottom line? With the right platform, your CSV file can become more than just data—it can become a story, a strategy, or a solution.

Practical Example

Let’s say you have a CSV file listing schools across a country, including their names, coordinates, student populations, and whether they’re public or private. Using an interactive mapping platform like the one I often work with at  MAPOG, you can assign different markers for school types, enable tooltips to display enrollment figures, and overlay district boundaries. This kind of layered visualization makes it easier to analyze the spatial distribution of educational institutions and uncover patterns in access and infrastructure.

Conclusion

Using CSV files to create interactive maps is a powerful way to transform static data into dynamic visual content. Tools like MAPOG make the process easy, whether you're a beginner or a GIS pro. If you’re ready to turn your spreadsheet into a story, start mapping today!

Have you ever mapped your CSV data? Share your experience in the comments below!