#mltools

[nschool]

Python vs R in 2025: Which Language Is Better for Data Science?

In the fast-evolving field of data science, one question continues to spark debate: Python or R? As we step into 2025, this discussion remains highly relevant for data professionals, students, and organizations trying to build robust data solutions.

Both languages have their strengths, dedicated communities, and unique ecosystems—but which one is better for data science in 2025?

Let’s break it down.

🚀 Overview: Python and R in a Nutshell

Python is a general-purpose programming language that excels in flexibility, ease of use, and integration across the entire software development lifecycle.

R was built specifically for statistical computing and data visualization. It remains a favorite among statisticians, academic researchers, and niche analytics teams.

🔍 Popularity & Community Support

Python

Most popular programming language in the world as of 2025 (per TIOBE and Stack Overflow).

Huge ecosystem of libraries, frameworks, and integrations (e.g., Pandas, scikit-learn, TensorFlow, FastAPI).

Massive community support—easy to find tutorials, GitHub repos, and troubleshooting help.

R

Still widely used in academia, bioinformatics, and research-heavy sectors.

Strong support from statisticians, with purpose-built libraries like ggplot2, caret, and shiny.

The community is loyal, but smaller compared to Python’s.

✅ Verdict: Python wins in popularity and long-term ecosystem growth.

🧠 Learning Curve & Usability

Python

Simple, readable syntax that resembles plain English.

Ideal for beginners in both programming and data science.

Versatile—can be used for web development, automation, machine learning, and more.

R

Steeper learning curve, especially for those new to programming.

More intuitive for statisticians and data analysts with a mathematical background.

Syntax can feel inconsistent for programmers transitioning from other languages.

✅ Verdict: Python is more beginner-friendly and versatile.

📊 Data Analysis & Visualization

Python

Offers data manipulation and visualization through pandas, matplotlib, seaborn, and plotly.

Interactive dashboarding with Dash, Streamlit, or Bokeh.

Great for combining analytics with automation or app development.

R

Built for data exploration and visualization from the ground up.

Tools like ggplot2 and dplyr are unmatched for creating clean, elegant plots and handling complex statistical data.

Shiny apps allow quick deployment of interactive dashboards—ideal for internal analytics tools.

✅ Verdict: R edges ahead in statistical visualization and reporting tasks.

🤖 Machine Learning & AI

Python

Dominates in ML and AI development with libraries like scikit-learn, TensorFlow, PyTorch, and XGBoost.

Seamless integration with cloud platforms (AWS, GCP, Azure).

Rapid development of end-to-end AI pipelines.

R

Good for model prototyping using packages like caret, mlr3, and xgboost (also available in Python).

More limited in deep learning frameworks.

Mostly used for academic ML applications rather than production environments.

✅ Verdict: Python leads in ML, deep learning, and deployment.

🧪 Statistical Modeling

Python

Capable with statsmodels, SciPy, and PyMC, but not as intuitive for complex statistical techniques.

R

Designed with statistics in mind—everything from linear regression to time series and hypothesis testing is built-in.

More transparent for statistical modeling and custom formulas.

✅ Verdict: R is still the best for pure statistical analysis and research.

🏭 Industry Adoption & Job Market

Python

Used by major tech companies, banks, retailers, and startups.

In-demand skill for data scientist, ML engineer, and AI roles.

Many job listings require Python as a core skill.

R

More common in academic, healthcare, pharma, and government sectors.

Roles using R are often niche or research-focused.

✅ Verdict: Python dominates the job market in both volume and diversity.

⚙️ Integration & Deployment

Python

Easily deploy models via APIs, microservices, or cloud platforms.

Compatible with web frameworks like Flask, FastAPI, and Django.

Works smoothly in production environments.

R’s deployment is usually tied to Shiny or markdown reporting.

Limited support in production-ready environments.

Less preferred for integrating into scalable applications.

✅ Verdict: Python is more production-ready and scalable.

🏁 Conclusion

In 2025, Python is the clear winner for most data science applications—especially those involving machine learning, automation, and real-world deployment. Its versatility, simplicity, and massive support ecosystem make it a go-to language for data professionals.

However, R still holds strong in domains where advanced statistical modeling, academic research, or specialized data visualization is the core focus.

The best advice? Learn both if you can. But if you're just starting your data science journey or aiming for a career in industry, Python is the smarter investment.

[pangaeax]

Infographic - Freelance Data Analyst vs. Data Scientist Who Delivers Better ROI?

Thinking about hiring a freelance data expert?

Before you pick between a Data Analyst and a Data Scientist, you should really ask:

Who gives you more ROI for the project you’re working on?

Dashboards vs. predictions. Speed vs. complexity. $5K vs. $50K pipelines. Here’s a visual comparison to help you decide wisely 👇

TL;DR:

Analysts = great for fast, visual insights and tight budgets

Scientists = great for complex ML models and predictive workflows

Right choice = more ROI, fewer delays, and less burn

Best Use Cases:

Hire a Freelance Data Analyst if:

You need dashboards, reports, or cleaned-data insights

Your budget is under $5,000

You want something shipped this week

Hire a Data Scientist if:

You're building ML systems or predictive engines

You’ve already got structured data pipelines

You’re looking to automate, not just analyze

Need Help Finding the Right One?

Check out Pangaea X — the only platform just for Data Analytics & AI freelancers.

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Top 10 Python Libraries for AI and Machine Learning in 2025

Explore the top 10 Python libraries shaping AI and machine learning in 2025, essential for building advanced intelligent applications.

[codingprolab]

CS 178: Machine Learning & Data Mining Homework 5

Problem 1: Clustering (40 points) In this problem, you will experiment with two clustering algorithms implemented in the updated mltools package: k-means and agglomerative clustering. 1. Load the standard Iris dataset, select the first two features, and ignore the class (or target) variables. Plot the data and see for yourself how “clustered” you think it looks. Include the plot, say how many…

[kylereed001]

GPU vs CPU – The Real Performance Battle

Need speed for AI, ML, or data science tasks? GPUs are designed to crush complex computations that leave CPUs lagging behind.

GPUServer #TechShowdown #AIInfrastructure #MLTools #DeepLearningBoost

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🚀 Get in touch with us today for powerful GPU Server solutions!

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🤖 Want to build your own AI app? Explore Hugging Face – the open-source home of machine learning models. #HuggingFace #MLTools

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CS178 Homework #1 Machine Learning & Data Mining solved

CS178 Homework #1 Machine Learning & Data Mining solved

Problem 1: Python & Data Exploration In this problem, we will explore some basic statistics and visualizations of an example data set. First, download the zip le for Homework 1, which contains some course code (the mltools directory) and the Fisher iris data set, and load the latter into Python: import numpy as np import matplotlib.pyplot as plt iris =…

[hellosimranagarwal-blog]

Machine Learning professionals use a number of tools, techniques, and frameworks to develop an effective machine learning model. Listed above are the commonly used tools. 

To know more about Machine Learning, read here- https://www.mygreatlearning.com/blog/what-is-machine-learning/#mltools

[lyricalbrothers]

MLTOOLS Hori Hori Lawn Knife Soil Digging Instrument – Perfect as Harvesting, Pruning, Weeding Eastern Gardening Knife – Additionally as Tenting, Mountaineering, Fishers, Software or Looking Knife

MLTOOLS Hori-Hori Lawn Digging Knife P8246

The MLTOOLS P8246 is an outstanding helpful lawn instrument supplied with sharp easy and serrated blades, measuring marks and an exact level. It purposes as a knife, a lawn trowel, a noticed, a digging instrument, a weed puller and measuring instrument, and so forth.

<> The strong plastic maintain is contoured with a distinct textured end for a company grip that by no means slips, and is completely designed and molded with the stainless-steel blade the use of the insert      molding era which is able to save you them from getting loosen or coming aside after lengthy use.

<> The knife blade is product of top of the range replicate polished stainless-steel. It has a pointy easy directly edge and a serrated edge. The serrated edge is superb for chopping thru tricky roots, cord and so forth.

<> The measuring/intensity scale (inches) marked at the concaved aspect of blade makes digging and planting ever more straightforward.

<> General Period:12.five inches – Maintain is five inches lengthy and the blade is 7-in. L x 1.6-in. W

<> Comes with a heavy responsibility nylon sporting case with belt loop, preserving it secured and likewise preserving you protected from unintended cuts

<> The instrument is supposed for a life-time of chopping, digging, sawing, trimming, transplanting, dividing and a lot more.

100% CUSTOMER SATISFACTION GUARANTEED!

The MLTOOLS 100% buyer delight assured way: We will be able to repair any downside temporarily to make glad consumers! For those who don’t seem to be happy, please merely go back it for complete refund or a substitute.

MLTOOLS is a registered trademark safe through US Trademark Legislation.

ALL PURPOSE HORI HORI KNIFE – Whether or not you might be an avid gardener, occasional hunter, adventurous hiker, bold camper or an enthusiastic fisher, MLTOOLS lawn application knife might be your indispensable significant other all the time – use it as a knife, a noticed, a chopping instrument, or as a digging instrument. HEAVY-DUTY GARDENING KNIFE – That includes a tricky serrated edge on one aspect & a razor-sharp leading edge at the different, our gardener knife can be utilized to noticed stalks/branches/roots, dig into not-so-soft soil, weed, furrow, pry, transplant, harvest produce, or just to take away vegetation! PREMIUM-QUALITY – Created from high-grade replicate polished stainless-steel our lawn digging instrument is rust-proof, break-resistant and ultra-durable, and the gardeners knife additionally boasts a contoured & textured maintain which flares close to the blade for progressed protection, and provides a NON-SLIP GRIP. NIFTY SCALE & CASE – Marked graded intensity scale at the lawn harvesting knife additionally makes it an invaluable measuring instrument for planting bulbs/shoots, whilst the trendy nylon case with belt loop no longer handiest makes sporting the hunter knife more straightforward but in addition gives protected garage & makes it a gorgeous reward! QUALITY GUARANTEE – Manufactured underneath awesome stage of high quality regulate, our knife for gardening or lawn dig instrument comes with 100% RISK-FREE SATISFACTION GUARANTEE, and the lawn knife is bound to provoke you with its practical effectiveness, strong construct, and ergonomic design.

MLTOOLS Hori Hori Lawn Knife Soil Digging Instrument – Perfect as Harvesting, Pruning, Weeding Eastern Gardening Knife – Additionally as Tenting, Mountaineering, Fishers, Software or Looking Knife was originally published on botany and gardening

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Helping Hands | Helping Hands Soldering Tool | Third Hand Soldering Tool | WorkBench Helping Hands Third Hand Soldering Vise | 6" x 8" Sturdy Steel Base | MLTOOLS VS339

[automotivegearz]

Top 9 Best Motorhome & RV Wheel Chocks Most Rated (2020 Reviews)

It is necessary to have an RV wheel chock in case brakes might fail theoretically in some cases. Besides, an accident may release the breaks, which leads to the mayhem of your vehicle.

But how to choose the best RV wheel chocks for your vehicle? That is the reason why you should read this article. It comes up with some useful reviews of the wheel chocks and buying guides. In brief, you will make sense of some different terms, from then you can choose the best chock. Let’s get started now!

Top 9 Best RV Wheel Chocks 2020 Reviews

#1 Best Overall: X-Chock Wheel Stabilizer

If you are looking for a solid chock wheel, try looking at X-Chock Wheel Stabilizer. This is a product from the BAL RV Products group. They are one of the reliable and famous manufacturers in the market. It is undeniable that the X-Chock Wheel is a safe solution for vehicles.

With X-Chock Wheel, what you need to do is put them under the car, between two tires in parallel. Then expand it to a perfect fit. This way the motion is more balanced. Any vehicle moving in any direction will keep it safe.

For any car with parallel wheels, this product is the simplest and most effective solution. The durability and ease of use are the hallmarks of the X-Chock Wheel Stabilizer. Additionally, a regular chock will support the maximum X-Chock.

For design, there is no question about this product. Metal material increases the durability of X-Chock compared to other types on the market. Besides, the manufacturer also covered it with a layer of anti-rust. Scalability from 1.37 to 10 inches will fit the parallel wheels.

Pros

Good stretchability

Anti-rust coating for increased durability

Metal material increases the certainty

Cons

A regular kick will increase efficiency

These outstanding advantages have made X-Chock Wheel Stabilizer famous in the market. If you want to learn more about this product, visit the link in its name above.

#2 Best User-Friendly: Camco 44414 Wheel Chock

Surely someone who has a deep love for cars will know Camco – a manufacturer of RV accessories and Camper has a wide reputation. With Camco 44414 Wheel Chock, they once again affirmed their popularity. Made of plastic, this Wheel Chock is affordable but still high quality.

The manufacturer uses hard plastic to improve the durability for 44414 Wheel Chock. Besides, this material also contains UV inhibitors to keep it in shape intact, not broken too soon. 

The two outstanding problems of plastic chock faced are no longer a problem. Camco does not add wires and other handles to make it easier for users to use chock. If you want to use it comes with a higher price.

Because made from plastic, Camco 44414 Wheel Chock is very light and easy to use. 26-inch diameter makes up the mechanism of effective operation. If you are looking for a top-of-the-line, affordable bike, try it.

Pros

Reasonable price

Hard plastic inhibits ultraviolet rays

Lightweight

Cons

No cords or handles included

With these amazing advantages, it is hard to deny the perfection of Camco 44414 Wheel Chock. This is a monumental choice. Get it today before it runs out of stock!

#3 Best Durable: BAL 28005 Deluxe Tire Chock

Another model from BAL, that is BAL 28005 Deluxe Tire Chock. It is not wrong to say that this product is one of the best Wheel Chocks on the market. This 28005 Deluxe Tire Chock model will give you the highest level of towing. Therefore, your trailer will always be in a balanced position.

With this model, the manufacturer uses top-quality aluminum to create a solid handle and structure. BAL 28005 will withstand great pressure, while also providing long service life. 

Compared to previous models, BAL created this model quite an enormous gap, at least 2.5 inches between the tires. A slight note is to check your front tires carefully.

Each product comes with a ratchet wrench. BAL also ensures that it will generate enough traction for your tires without having to handle another chock.

Pros

The anti-rust coating increases durability

No need to add chock often

Reliable zippers

Cons

Minimum tire spacing of 2.5 inches

If you are looking for a coping saw with excellent quality and solid structure, you should not ignore BAL 28005 Deluxe Tire Chock. It will be the perfect partner for you.

#4 Best Easy-to-Use: Trimax TCL65 Wheel Chock Lock

Trimax TCL65 Wheel Chock Lock is made of solid steel and is painted with a powder coating, so it will be a splendid choice for vehicles. From cars, trucks, trailers, or even boats, it all meets the needs.

Each product has an accompanying guide for different tire sizes and the level of a chock that fits it. Besides, a suitable key is needed because it can help you lock or unlock.

Maybe it’s not the size that fits it all. So, make sure you check carefully and find the right size before using it. Trimax TCL65 not only includes two keys but also rubber arm covers to increase protection for your vehicle.

Pros

The lock is safe and easy to use

Two sizes available

Compatible with many tires

Cons

Works with a single key

If you are looking for a reasonably priced wheel chock, then Trimax TCL65 Wheel Chock Lock is a suggestion for you. It is full of the most amazing features. Discover its perfection today!

#5 Best for Budget: Camco 44401 Leveling Block Wheel Chock

44401 Leveling Block Wheel Chock is another model from the Camco brand. These are sets of wheels specifically for the balancing blocks. To keep your tires in the right position, this plastic part will overlap to form a solid foundation.

Without balance blocks, the pair of wheels will become useless. However, if Camco’s balance blocks are in your hands, you will get influential support.

In the RV industry, Camco is one of the leading brands. Therefore, this RV support system belongs to a handful of levelers that can work properly.

Pros

Stable and balanced

Suitable for trucks, trailers

Budget-friendly

Cons

Need leveling blocks of Camco included

These amazing features have helped Camco 44401 Leveling Block Wheel Chock receive countless positive feedback from users. For more details about this product, click on its name above.

#6 Best for Convenience: ML TOOLS Wheel Chocks

Besides familiar materials like plastic or aluminum, rubber is also a perfect material for making chocks wheels. But rest assured because the rubber used to make the ML TOOLS Wheel Chocks will not be heavy at all.

This product is lightweight, so it is suitable for cars and light trucks. It’s a pity that it doesn’t fit the wheels of a travel trailer.

In particular, this RV wheel chock is also suitable for families to use for carrying or light commercial service on forklifts, floor jacks. Lifetime warranty from MLTools shows the company’s enthusiasm for customers and product quality.

Pros

Rubber material for high durability

Top traction force

Lifetime warranty

Cons

Not a heavy-duty wheel chock

Thanks to its affordable price and outstanding features, ML TOOLS Wheel Chocks has become the top priority of many customers. Experience the greatness of it today!

#7 Best Well-made: Ernst Manufacturing High-Grip Wheel Chocks

Similar to products from MLTools, Ernst Manufacturing High-Grip Wheel Chocks also brings significant advantages. Only its price is a bit more favorable.

Manufacturers use rubber material to ensure maximum traction. Also, the design with the lines increases the grip of the product. From there, this wheel chock is more effective.

Ernst Manufacturing High-Grip Wheel Chocks are suitable for light use, so be careful not to use them for heavy applications. Convenient handling features and lifetime warranty will surely make you satisfied.

Pros

High grip

Handles included

Includes a set of 2 chocks

Cons

Not suitable for heavy-duty tasks

Ernst Manufacturing High-Grip Wheel Chock is a great product to buy because of its attractive features. Let it minimize the difficulty in your work!

#8 Best Heavy-duty: Fasmov Wheel Chock

Fasmov Wheel Chock is an ideal heavy design for a wide range of vehicles. This Wheel Chock is made of simple rubber but cannot underestimate its durability.

Thanks to its stiff ribbed structure, Fasmov Wheel Chock ensures the highest grip, and it also resists rolling tires. The handle comes in one of two chocks to help you move around and use them more easily.

At an affordable price, this product is a great option for the best solid rubber wheel chocks.

Pros

Provide maximum traction

The handle comes conveniently

Reasonable price

Cons

Slightly uncomfortable with the original rubber smell

Fasmov Wheel Chock deserves the title of one of the best wheel chocks on the market. Try it today and you will probably love it!

#9 Best for Rubber Material: MaxxHaul 70472 

The MaxxHaul 70072 is highly durable as its construction is suitable for different climate types. It has a rubber traction pad to prevent your trailer from moving around accidentally. Besides, thanks to the oil-resistance, it becomes the perfect choice for people keeping their vehicles securely parked.

With the material of solid rubber, it is suitable for heavy-duty use. Besides, its handle makes it easy to remove, transport, and position the chock from this place to another one. So, despite being a simple chock, it can get your job done easily and last you long.

Regarding its traction, it ribs in the horizontal direction adding to the grip on tire treads. Therefore, it restricts the movement. Briefly, it is a powerful and straightforward wheel chock you can use despite the weather condition.

Another feature making it outstanding is that it is sufficiently lightweight for you to bring wherever you go. With all of these above features, the cost of MaxxHaul 70072 is still affordable.

Pros

Non-slip

Extremely durable

Super lightweight

Cons

It has a strong smell of rubber

As you can see, this wheel chock is efficient, tough, and durable. Moreover, MaxxHaul 70072 is easy-to-transport and easy-to-use. So, it is perfect for different types of vehicles.

Features to Look for When Buying RV Wheel Chocks

1. Surface

Before selecting the RV wheel chocks, you should contemplate the place you will use them. For example, what kind of surface will you park your vehicle? Gravel, dirt, pavement, and other surface types will have different traction. So, you need a particular chock type to stable your vehicle.

You should not disregard the floor surface factor. It will decide the material of the chocks as well as the best type. This is because each material produces distinct friction while chocks work based on friction in general.

2. Size

The next feature to think about is the size. The size can be determined based on the tires’ height. You can use the tape measure to take the measurement. Generally, the best chocks will be a quarter of the tires’ height. After finding the proper size, you should ensure that the chock fits snugly next to your tire. 

In some situations, you need to use more than an RV wheel chock. Do not worry about that, many products are manufactured in packs of two or three. 

3. Weight of Your Vehicle

Your vehicle’s weight can affect your choice. You should know your vehicle’s weight. Then, you find the wheel chock which is in that weight range. As different chocks have different materials, sizes, and shapes, they will have a certain force amount in which they can give. 

So, you should make sure that the wheel chock you buy can handle the weight of your car. 

4. Tyre Diameter

Apart from the weight, tire diameter is also important. It will determine the best chock height and slope. The manufacturers often decide a certain number for each tire diameter. So, you have to pay attention to this feature as well.

4. Material of Chock

There are some popular materials used to make chock including rubber, plastic, aluminum, wood, and other metals. But each of them looks slightly different. 

4. 1 Plastic Chocks

This type is usually the most lightweight and cheapest, but also the least durable. So, you should use a plastic wheel chock for a lightweight and small vehicle. 

4.2 Rubber Chocks

The rubber wheel chocks are affordable. However, they are heavier than plastic wheel chocks. You can use them for different purposes such as medium or heavy-duty use. Otherwise, they easily get worn out by weather conditions. 

4.3 Metal Chocks

Most of the metal chocks are made from steel or aluminum. Steel wheel chocks are the sturdiest while aluminum ones are rust-free and lightweight. The metal chocks can fit between two tandem wheels. They are efficient and easy to use.

4.4 Wooden Chocks 

This type seems to be the earliest chocks. They are effective and cheap. However, they do not have a good grip on the surface floor.

5. Grip

The grip determines how much friction produced on the upper side against the tires and the underside against the surface floor. Normally, this friction decided by the availability of notches and spikes on the chock and the particular material. 

And the most natural grip is from rubber. In brief, you should choose an RV wheel chock having ridges or grooves to give your vehicle much grip.

6. Ease of Use

Users evaluate that most chocks are easy-to-use, apart from X-chocks. The ease of use of this X-chock depends on its particular design and adjustment method. Therefore, if you are having an X-chock, this point is not important to you.

7. Number of Chocks You Need

Furthermore, you also consider the number of RV wheel chock you will need. This depends on all of the aforementioned factors including ground surface, tire types, vehicle types, and more. For instance, several vehicles need a single chock whereas others will need more.

8. Vehicle’s Gross Operating Weight

If your vehicle is so strong, you will need a stronger chock. It can support your vehicle appropriately. Therefore, if you have a haul truck weighing 400 tons, you should not choose an RV wheel chock that is used for a small truck.

FAQs

1. Is it necessary to use RV wheel chocks?

RV wheel chock is a necessary component of RV living. Especially, it helps you to prevent damage to property, physical injury, and other accidents. You can make the RV wheel chocks yourself. However, they may not guarantee safety as the professionally-made chocks may.

2. How many wheel chocks should I use for RV?

This will depend on the wheel chock types you use. If you use traditional wheel chocks, the number depends on your trailer’s weight. Besides, you also need to evaluate how much the chock can hold. You should buy at least a pair used for the back wheels. If your RV is very heavy, you have to purchase one for each tire.

If you use X-chocks,  you have to buy a pair to balance your RV’s two sides. As you know, X-chock is just used on the tandem wheel. So, you will need a pair of traditional wheel chocks at least if you will be installing X-chocks.

Final Verdict

Above are the detailed reviews of some best RV wheel chocks. You now see all the various offers out there. There are many types of chocks for you to choose including plastic, rubber, or metallic X-chocks. So, you should start with these aforementioned offers first.

Remember that the best RV wheel chock will give you many benefits. MaxxHaul 70472 wheel chock seems to work best for preventing slippage. Whereas, BAL 28005 Deluxe Tire chock is best for stabilizing. Hopefully, after reading this article, you will get the best choice shortly.

source https://automotivegearz.com/best-rv-wheel-chocks/

[cloutshoes]

MLTOOLS Gardening Rake Shovel Sieve 3-in-1 Garden Tools, No Bend Weed Puller

MLTOOLS Gardening Rake Shovel Sieve 3-in-1 Garden Tools, No Bend Weed Puller

Model: MLTOOLS

Colour: Black/Silver

Options:

3-IN-1 – Combining the capabilities of three gardening instruments, a backyard rake, a backyard shovel & a gardening sieve, that is an Indispensable Gardening Accent, which eliminates the necessity to juggle between a number of instruments, and helps cleanup your backyard effectively.

VERSATILE – Splendid as a weed rake, weed puller, a software for…

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Top 10 Best Bypass Loppers 📌Updated Ranking👉👉https://ift.tt/2KIdVJf The Included Items are, ✅10. Dramm 18051 ColorPoint Bypass Lopper ✅9. A.M. Leonard Compound Action Bypass Loppers ✅8. Troy-Bilt Comfort Max Telescoping Bypass Lopper ✅7. Felco 200 A Straight Cutting Head Expert Loppers ✅6. Corona SL 4364 ✅5. WOLF-Garten Power Cut Telescoping ✅4. Spear & Jackson 8290RS ✅3. MLTOOLS Easy Cut Ratcheting Extendable ✅2. Fiskars Extendable Handle Lopper ✅1. Tabor Tools GL18 20-Inch Bypass Lopper 📌Updated Ranking👉👉https://ift.tt/2KIdVJf You will get update for the top products list in our website. ✅Our Website►►https://ift.tt/2NjDqka ✅Subscribe this Channel►► https://goo.gl/qnzg6x 🔔 Stay updated! Background Music =================== Song: Nekzlo - Palm Shadows (Vlog No Copyright Music) Music promoted by Vlog No Copyright Music. Video Link: https://youtu.be/NjaN0uA0LjQ by Best Reviews

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CS 178 Homework #1 Machine Learning & Data Mining

Problem 1: Python & Data Exploration In this problem, we will explore some basic statistics and visualizations of an example data set. First, download the zip le for Homework 1, which contains some course code (the mltools directory) and the Fisher iris data set, and load the latter into Python: import numpy as np import matplotlib.pyplot as plt iris =…

[jarviscodinghub]

CS178 Homework #1 solved

CS178 Homework #1 solved

Problem 1: Python & Data Exploration In this problem, we will explore some basic statistics and visualizations of an example data set. First, download the zip le for Homework 1, which contains some course code (the mltools directory) and the Fisher iris data set, and load the latter into Python: import numpy as np import matplotlib.pyplot as plt iris =…