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GitHub has launched its learning platform: all #courses and certificates in one place.
#Git, #GitHub, #MCP, using #AI, #VSCode, and much more.
And most of the content is #free: β https://learn.github.com
π @codeprogrammer
#Git, #GitHub, #MCP, using #AI, #VSCode, and much more.
And most of the content is #free: β https://learn.github.com
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SPOTO gives you free, instant access to high-quality, updated resources that help you study smarter and pass exams faster.
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Forwarded from Learn Python Hub
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9 key concepts of artificial intelligence, explained in 7 minutes
- Tokenization
- #TextDecoding
- #PromptEngineering
- Multi Step #AI Agents
- #RAGs
- #RLHF
- #VAE
- #DiffusionModels
- #LoRA
π @Python53
- Tokenization
- #TextDecoding
- #PromptEngineering
- Multi Step #AI Agents
- #RAGs
- #RLHF
- #VAE
- #DiffusionModels
- #LoRA
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Forwarded from Machine Learning
π Your First 90 Days as a Data Scientist
π Category: DATA SCIENCE
π Date: 2026-02-14 | β±οΈ Read time: 8 min read
A practical onboarding checklist for building trust, business fluency, and data intuition
#DataScience #AI #Python
π Category: DATA SCIENCE
π Date: 2026-02-14 | β±οΈ Read time: 8 min read
A practical onboarding checklist for building trust, business fluency, and data intuition
#DataScience #AI #Python
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We're sharing a cool resource for learning about neural networks, offering clear, step-by-step instruction with dynamic visualizations and easy-to-understand explanations.
In addition, you'll find many other useful materials on machine learning on the site.
Find and use it β https://mlu-explain.github.io/neural-networks/
tags: #AI #ML #PYTHON
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γ»Free AI material and support toolsοΌhttps://bit.ly/46qvpDX
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Kaggle offers interactive courses that will help you quickly understand the key topics of DS and ML.
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Inside:
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Each course takes just 3β5 hours and immediately provides practical knowledge for work.
tags: #ML #DEEPLEARNING #AI
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If you work with AI, agents, or APIs, this is the foundation that developers in top companies are currently going through.
https://anthropic.skilljar.com/claude-with-the-anthropic-api
https://anthropic.skilljar.com/introduction-to-model-context-protocol
https://anthropic.skilljar.com/claude-in-amazon-bedrock
https://anthropic.skilljar.com/claude-with-google-vertex
https://anthropic.skilljar.com/model-context-protocol-advanced-topics
https://anthropic.skilljar.com/claude-code-in-action
tags: #courses #ai
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If you want to understand AI not through "vacuum" courses, but through real open-source projects - here's a top list of repos that really lead you from the basics to practice:
1) Karpathy β Neural Networks: Zero to Hero
The most understandable introduction to neural networks and backprop "in layman's terms"
https://github.com/karpathy/nn-zero-to-hero
2) Hugging Face Transformers
The main library of modern NLP/LLM: models, tokenizers, fine-tuning
https://github.com/huggingface/transformers
3) FastAI β Fastbook
Practical DL training through projects and experiments
https://github.com/fastai/fastbook
4) Made With ML
ML as an engineering system: pipelines, production, deployment, monitoring
https://github.com/GokuMohandas/Made-With-ML
5) Machine Learning System Design (Chip Huyen)
How to build ML systems in real business: data, metrics, infrastructure
https://github.com/chiphuyen/machine-learning-systems-design
6) Awesome Generative AI Guide
A collection of materials on GenAI: from basics to practice
https://github.com/aishwaryanr/awesome-generative-ai-guide
7) Dive into Deep Learning (D2L)
One of the best books on DL + code + assignments
https://github.com/d2l-ai/d2l-en
Save it for yourself - this is a base on which you can really grow into an ML/LLM engineer.
#Python #datascience #DataAnalysis #MachineLearning #AI #DeepLearning #LLMS
https://t.iss.one/CodeProgrammer
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π GitHub: https://github.com/microsoft/generative-ai-for-beginners
#python #LLMS #generative_Ai
https://t.iss.one/CodeProgrammer
A course from Microsoft with 21 lessons covering the basics of creating applications based on generative AI. Each lesson includes theory and practical examples in Python and TypeScript, allowing you to learn at a comfortable pace.
π Key features:
- 21 lessons on generative #AI
- Support for Python and TypeScript
- Lessons with theory and practical tasks
- Additional resources for in-depth study
- Multilingual support
π GitHub: https://github.com/microsoft/generative-ai-for-beginners
#python #LLMS #generative_Ai
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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
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Forwarded from Code With Python
The Ultimate 2026 Python Learning Roadmap: From Beginner to Expert
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Start learning #Python in 2026 with a clear, structured #roadmap that takes you from beginner to expert. Build real-world skills through hands-on projects, master essential libraries, and prepare for in-demand careers in data science, web development, and #AI
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β°Last Chance β Get It Before Itβs Gone!
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π Building our own mini-Skynet β a collection of 10 powerful AI repositories from big tech companies
1. Generative AI for Beginners and AI Agents for Beginners
Microsoft provides a detailed explanation of generative AI and agent architecture: from theory to practice.
2. LLMs from Scratch
Step-by-step assembly of your own GPT to understand how LLMs are structured "under the hood".
3. OpenAI Cookbook
An official set of examples for working with APIs, RAG systems, and integrating AI into production from OpenAI.
4. Segment Anything and Stable Diffusion
Classic tools for computer vision and image generation from Meta and the CompVis research team.
5. Python 100 Days and Python Data Science Handbook
A powerful resource for Python and data analysis.
6. LLM App Templates and ML for Beginners
Ready-made app templates with LLMs and a structured course on classic machine learning.
If you want to delve deeply into AI or start building your own projects β this is an excellent starting kit.
tags: #github #LLM #AI #ML
β‘οΈ https://t.iss.one/CodeProgrammer
1. Generative AI for Beginners and AI Agents for Beginners
Microsoft provides a detailed explanation of generative AI and agent architecture: from theory to practice.
2. LLMs from Scratch
Step-by-step assembly of your own GPT to understand how LLMs are structured "under the hood".
3. OpenAI Cookbook
An official set of examples for working with APIs, RAG systems, and integrating AI into production from OpenAI.
4. Segment Anything and Stable Diffusion
Classic tools for computer vision and image generation from Meta and the CompVis research team.
5. Python 100 Days and Python Data Science Handbook
A powerful resource for Python and data analysis.
6. LLM App Templates and ML for Beginners
Ready-made app templates with LLMs and a structured course on classic machine learning.
If you want to delve deeply into AI or start building your own projects β this is an excellent starting kit.
tags: #github #LLM #AI #ML
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How a CNN sees images simplified π§
1. Input β Image breaks into pixels (RGB numbers)
2. Feature Extraction
Β· Convolution β Detects edges/patterns
Β· ReLU β Kills negatives, adds non-linearity
Β· Pooling β Shrinks data, keeps what matters
3. Fully Connected β Flattens features into meaning
4. Output β Probability scores: Cat? Dog? Car?
Why powerful: Learns hierarchically β edges β shapes β objects
Pixels to predictions. That's it. π
#DeepLearning #CNN #ComputerVision #AI
https://t.iss.one/CodeProgrammer
1. Input β Image breaks into pixels (RGB numbers)
2. Feature Extraction
Β· Convolution β Detects edges/patterns
Β· ReLU β Kills negatives, adds non-linearity
Β· Pooling β Shrinks data, keeps what matters
3. Fully Connected β Flattens features into meaning
4. Output β Probability scores: Cat? Dog? Car?
Why powerful: Learns hierarchically β edges β shapes β objects
Pixels to predictions. That's it. π
#DeepLearning #CNN #ComputerVision #AI
https://t.iss.one/CodeProgrammer
β€7π4