Forwarded from Machine Learning with Python
Numpy @CodeProgrammer.pdf
2.4 MB
π¨π»βπ» This is a long-term project to learn Python and NumPy from scratch. The main task is to handle numerical #data and #arrays in #Python using NumPy, and many other libraries are also used.
https://t.me/CodeProgrammer
Please open Telegram to view this post
VIEW IN TELEGRAM
β€4
Forwarded from Machine Learning with Python
Mastering pandas%22.pdf
1.6 MB
π¨π»βπ» If I've worked with messy and error-prone data this time, I don't know how much time and energy I've wasted. Incomplete tables, repetitive records, and unorganized data. Exactly the kind of things that make analysis difficult and frustrate you.
https://t.me/CodeProgrammer
Please open Telegram to view this post
VIEW IN TELEGRAM
β€3
π©βπ» FREE 2026 IT Learning Kits Giveaway
π₯Whether you're preparing for #Cisco #AWS #PMP #Python #Excel #Google #Microsoft #AI or any other in-demand certification β SPOTO has got you covered!
π Explore Our FREE Study Resources
Β·IT Certs E-book : https://bit.ly/3YvSMHL
Β·IT exams skill Test : https://bit.ly/4r4VHnd
Β·Python, ITIL, PMP, Excel, Cyber Security, cloud, SQL Courses : https://bit.ly/4qNWl8r
Β·Free AI online preparation material and support tools : https://bit.ly/4qKiKTN
π Need IT Certs Exam HelpοΌ contact: wa.link/dm4kyz
π² Join IT Study Group for insider tips & expert support:
https://chat.whatsapp.com/BEQ9WrfLnpg1SgzGQw69oM
π₯Whether you're preparing for #Cisco #AWS #PMP #Python #Excel #Google #Microsoft #AI or any other in-demand certification β SPOTO has got you covered!
π Explore Our FREE Study Resources
Β·IT Certs E-book : https://bit.ly/3YvSMHL
Β·IT exams skill Test : https://bit.ly/4r4VHnd
Β·Python, ITIL, PMP, Excel, Cyber Security, cloud, SQL Courses : https://bit.ly/4qNWl8r
Β·Free AI online preparation material and support tools : https://bit.ly/4qKiKTN
π Need IT Certs Exam HelpοΌ contact: wa.link/dm4kyz
π² Join IT Study Group for insider tips & expert support:
https://chat.whatsapp.com/BEQ9WrfLnpg1SgzGQw69oM
β€5π₯1
Forwarded from Machine Learning with Python
β‘οΈ All cheat sheets for programmers in one place.
There's a lot of useful stuff inside: short, clear tips on languages, technologies, and frameworks.
No registration required and it's free.
https://overapi.com/
#python #php #Database #DataAnalysis #MachineLearning #AI #DeepLearning #LLMS
https://t.me/CodeProgrammerβ‘οΈ
There's a lot of useful stuff inside: short, clear tips on languages, technologies, and frameworks.
No registration required and it's free.
https://overapi.com/
#python #php #Database #DataAnalysis #MachineLearning #AI #DeepLearning #LLMS
https://t.me/CodeProgrammer
Please open Telegram to view this post
VIEW IN TELEGRAM
β€6
π― Want to Upskill in IT? Try Our FREE 2026 Learning Kits!
SPOTO gives you free, instant access to high-quality, updated resources that help you study smarter and pass exams faster.
β Latest Exam Materials:
Covering #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud & more!
β 100% Free, No Sign-up:
All materials are instantly downloadable
β Whatβs Inside:
γ»πIT Certs E-book: https://bit.ly/3Mlu5ez
γ»πIT Exams Skill Test: https://bit.ly/3NVrgRU
γ»πFree IT courses: https://bit.ly/3M9h5su
γ»π€Free PMP Study Guide: https://bit.ly/4te3EIn
γ»βοΈFree Cloud Study Guide: https://bit.ly/4kgFVDs
π Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB
π¬ Want exam help? Chat with an admin now!
wa.link/8fy3x4
SPOTO gives you free, instant access to high-quality, updated resources that help you study smarter and pass exams faster.
β Latest Exam Materials:
Covering #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud & more!
β 100% Free, No Sign-up:
All materials are instantly downloadable
β Whatβs Inside:
γ»πIT Certs E-book: https://bit.ly/3Mlu5ez
γ»πIT Exams Skill Test: https://bit.ly/3NVrgRU
γ»πFree IT courses: https://bit.ly/3M9h5su
γ»π€Free PMP Study Guide: https://bit.ly/4te3EIn
γ»βοΈFree Cloud Study Guide: https://bit.ly/4kgFVDs
π Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB
π¬ Want exam help? Chat with an admin now!
wa.link/8fy3x4
β€3
Numpy_Cheat_Sheet.pdf
4.8 MB
NumPy Cheat Sheet: Data Analysis in Python
This #Python cheat sheet is a quick reference for #NumPy beginners.
Learn more:
https://www.datacamp.com/cheat-sheet/numpy-cheat-sheet-data-analysis-in-python
https://t.me/DataAnalyticsX
This #Python cheat sheet is a quick reference for #NumPy beginners.
Learn more:
https://www.datacamp.com/cheat-sheet/numpy-cheat-sheet-data-analysis-in-python
https://t.me/DataAnalyticsX
β€10
Forwarded from Machine Learning with Python
A full-fledged educational course has been published on the university's website: 24 lectures, practical tasks, homework assignments, and a collection of materials for self-study.
The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.
A great opportunity to study deep learning based on the structure of a top university, free of charge and without simplifications β let's learn here.
https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/resources/lecture-videos/
tags: #python #deeplearning
Please open Telegram to view this post
VIEW IN TELEGRAM
β€3
Forwarded from Machine Learning with Python
Data Science Roadmap.pdf
15.5 MB
π· Comprehensive Data Science Roadmap Notes
β This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.
π‘ From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.
π How to extract real analysis reports and strategies from raw data using statistics and visualization tools.
π You will learn everything from machine learning and advanced algorithms to precise model evaluation.
π Get familiar with neural networks, generative artificial intelligence, and language models to have a voice in today's modern world.
π§ How to build real projects and portfolios that are exactly what hiring managers and big companies are looking for.
π #DataScience #DataScience #pytorch #python #Roadmap
https://t.me/CodeProgrammer
β This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.
π‘ From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.
π How to extract real analysis reports and strategies from raw data using statistics and visualization tools.
π You will learn everything from machine learning and advanced algorithms to precise model evaluation.
π Get familiar with neural networks, generative artificial intelligence, and language models to have a voice in today's modern world.
π§ How to build real projects and portfolios that are exactly what hiring managers and big companies are looking for.
π #DataScience #DataScience #pytorch #python #Roadmap
https://t.me/CodeProgrammer
β€3
Forwarded from Machine Learning with Python
π― 2026 IT Certification Prep Kit β Free!
π₯Whether you're preparing for #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification β SPOTO has got you covered!
β Whatβs Inside:
γ»Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/3M9h5su
γ»IT Certs E-book: https://bit.ly/3Mlu5ez
γ»IT Exams Skill Test: https://bit.ly/3NVrgRU
γ»Free Cloud Study Guide: https://bit.ly/4kgFVDs
γ»Free AI material and support toolsοΌhttps://bit.ly/46qvpDX
π Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB
π¬ Want exam help? Chat with an admin now!
wa.link/8fy3x4
π₯Whether you're preparing for #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification β SPOTO has got you covered!
β Whatβs Inside:
γ»Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/3M9h5su
γ»IT Certs E-book: https://bit.ly/3Mlu5ez
γ»IT Exams Skill Test: https://bit.ly/3NVrgRU
γ»Free Cloud Study Guide: https://bit.ly/4kgFVDs
γ»Free AI material and support toolsοΌhttps://bit.ly/46qvpDX
π Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB
π¬ Want exam help? Chat with an admin now!
wa.link/8fy3x4
Forwarded from Machine Learning with Python
Pandas vs. Polars: A Complete Comparison of Syntax, Speed, and Memory
Need help choosing the right #Python dataframe library? This article compares #Pandas and #Polars to help you decide.
If you've been working with data in Python, you've almost certainly used pandas. It's been the go-to library for data manipulation for over a decade. But recently, Polars has been gaining serious traction. Polars promises to be faster, more memory-efficient, and more intuitive than pandas. But is it worth learning? And how different is it really?
In this article, we'll compare pandas and Polars side-by-side. You'll see performance benchmarks, and learn the syntax differences. By the end, you'll be able to make an informed decision for your next data project.
Read: https://www.kdnuggets.com/pandas-vs-polars-a-complete-comparison-of-syntax-speed-and-memory
https://t.me/CodeProgrammer πΊ
Need help choosing the right #Python dataframe library? This article compares #Pandas and #Polars to help you decide.
If you've been working with data in Python, you've almost certainly used pandas. It's been the go-to library for data manipulation for over a decade. But recently, Polars has been gaining serious traction. Polars promises to be faster, more memory-efficient, and more intuitive than pandas. But is it worth learning? And how different is it really?
In this article, we'll compare pandas and Polars side-by-side. You'll see performance benchmarks, and learn the syntax differences. By the end, you'll be able to make an informed decision for your next data project.
Read: https://www.kdnuggets.com/pandas-vs-polars-a-complete-comparison-of-syntax-speed-and-memory
https://t.me/CodeProgrammer πΊ
β€5
Forwarded from Machine Learning with Python
π A fresh deep learning course from MIT is now publicly available
A full-fledged educational course has been published on the university's website: 24 lectures, practical assignments, homework, and a collection of materials for self-study.
The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.
β‘οΈ Link to the course
tags: #Python #DataScience #DeepLearning #AI
A full-fledged educational course has been published on the university's website: 24 lectures, practical assignments, homework, and a collection of materials for self-study.
The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.
β‘οΈ Link to the course
tags: #Python #DataScience #DeepLearning #AI
β€4
Forwarded from Machine Learning with Python
π 23 Years of SPOTO β Claim Your Free IT Certs Prep Kit!
π₯Whether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification β SPOTO has got you covered!
β Free Resources :
γ»Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
γ»IT Certs E-book: https://bit.ly/4bdZOqt
γ»IT Exams Skill Test: https://bit.ly/4sDvi0b
γ»Free AI material and support tools: https://bit.ly/46TpsQ8
γ»Free Cloud Study Guide: https://bit.ly/4lk3dIS
π Join SPOTO 23rd anniversary Lucky Draw:
π± iPhone 17
πfree order
π Amazon Gift Card $50/$100
π AI/CCNA/PMP Course Training + Study Material + eBook
Enter the Draw π: https://bit.ly/3NwkceD
π Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
π¬ Want exam help? Chat with an admin now!
wa.link/rozuuw
β°Last Chance β Get It Before Itβs Gone!
π₯Whether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification β SPOTO has got you covered!
β Free Resources :
γ»Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
γ»IT Certs E-book: https://bit.ly/4bdZOqt
γ»IT Exams Skill Test: https://bit.ly/4sDvi0b
γ»Free AI material and support tools: https://bit.ly/46TpsQ8
γ»Free Cloud Study Guide: https://bit.ly/4lk3dIS
π Join SPOTO 23rd anniversary Lucky Draw:
π± iPhone 17
πfree order
π Amazon Gift Card $50/$100
π AI/CCNA/PMP Course Training + Study Material + eBook
Enter the Draw π: https://bit.ly/3NwkceD
π Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
π¬ Want exam help? Chat with an admin now!
wa.link/rozuuw
β°Last Chance β Get It Before Itβs Gone!
β€1
Forwarded from Machine Learning with Python
Machine Learning in python.pdf
1 MB
Machine Learning in Python (Course Notes)
I just went through an amazing resource on #MachineLearning in #Python by 365 Data Science, and I had to share the key takeaways with you!
Hereβs what youβll learn:
π Linear Regression - The foundation of predictive modeling
π Logistic Regression - Predicting probabilities and classifications
π Clustering (K-Means, Hierarchical) - Making sense of unstructured data
π Overfitting vs. Underfitting - The balancing act every ML engineer must master
π OLS, R-squared, F-test - Key metrics to evaluate your models
https://t.me/CodeProgrammer || Shareπ and Like π
I just went through an amazing resource on #MachineLearning in #Python by 365 Data Science, and I had to share the key takeaways with you!
Hereβs what youβll learn:
π Linear Regression - The foundation of predictive modeling
π Logistic Regression - Predicting probabilities and classifications
π Clustering (K-Means, Hierarchical) - Making sense of unstructured data
π Overfitting vs. Underfitting - The balancing act every ML engineer must master
π OLS, R-squared, F-test - Key metrics to evaluate your models
https://t.me/CodeProgrammer || Share
Please open Telegram to view this post
VIEW IN TELEGRAM
β€1