Machine Learning
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Real Machine Learning β€” simple, practical, and built on experience.
Learn step by step with clear explanations and working code.

Admin: @HusseinSheikho || @Hussein_Sheikho
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Here's a Python tool for accurately extracting text from PDFs and images into Markdown and JSON. πŸ“„βœ¨

It supports tables, formulas, multiple OCR engines (Marker, Surya-OCR, Tesseract) and has built-in personal data removal. πŸ”’πŸ€–

https://github.com/CatchTheTornado/pdf-extract-api

#PDF #OCR #Python #Markdown #DataExtraction #TechTools

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Free Generative AI Courses

Generative AI Full Course: Gemini Pro, OpenAI, Llama, Langchain, Pinecone, Vector Databases & More
πŸ†“ Free Video Course
⏰ Duration: 30 hrs
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner to Intermediate
πŸ‘¨β€πŸ« Instructors: Krish Naik, Sunny Savita & Boktiar Ahmed Bappy via freeCodeCamp
πŸ”— Course Link

5-Day Gen AI Intensive Course with Google
πŸ†“ Free Video + Hands-On Codelabs
⏰ Duration: 5-day structure
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner to Intermediate
πŸ‘¨β€πŸ« Created by: Google & Kaggle
πŸ”— Course Link

Free GenAI 65-Hour Bootcamp
πŸ†“ Free Video Course
⏰ Duration: 65 hrs
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner to Intermediate
πŸ‘¨β€πŸ« Instructor: Andrew Brown (ExamPro) via freeCodeCamp
πŸ”— Course Link

Generative AI for Beginners
πŸ†“ Free Video Course
⏰ Duration: Multi-hour
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner
πŸ‘¨β€πŸ« Created by: Great Learning Academy
πŸ”— Course Link

Introduction to Generative AI
πŸ†“ Free Video Course
⏰ Duration: 45 min
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner
πŸ‘¨β€πŸ« Created by: Google Skills
πŸ”— Course Link

Generative AI for Beginners
πŸ“š Text Course
⏰ Duration: 21 lessons
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner
πŸ‘¨β€πŸ« Created by: Microsoft Cloud Advocates
πŸ”— Course Link

AI Capabilities and Limitations
πŸ†“ Free Video Course
⏰ Duration: Self-paced
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner
πŸ‘¨β€πŸ« Created by: Anthropic Academy
πŸ”— Course Link

Generative AI for Beginners
πŸ†“ Free Video Course
⏰ Duration: 4 hrs
πŸƒβ€β™‚οΈ Self Paced
πŸ“ˆ Difficulty: Beginner
πŸ‘¨β€πŸ« Created by: Simplilearn
πŸ”— Course Link



Reading Materials

πŸ“– Prompt Engineering Guide
πŸ“– Awesome Generative AI (Curated Resource List)
πŸ“– Generative AI: A Beginner's Guide
πŸ“– Understanding Generative AI Capabilities
πŸ“–Stanford HAI: 2025 AI Index Report
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Foundations of Applied Mathematics is a free series of four textbooks created for the applied and computational mathematics program at Brigham Young University. πŸ“š

The series includes four volumes:
*   Mathematical Analysis
*   Algorithms, Approximation, and Optimization
*   Uncertainty and Data
*   Dynamics and Control

The series is suitable for upper-level undergraduate and introductory graduate students. It also includes Python lab exercises and practical assignments, connecting mathematical theory with numerical computation, algorithms, data analysis, and scientific applications. 🐍

I particularly appreciate that these are not just theoretical textbooks. The accompanying Python materials help to illustrate how these concepts are applied to real-world computational problems. πŸ’»

https://foundations-of-applied-mathematics.github.io

#Mathematics #Python #Education #DataScience #Algorithms #Learning

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πŸš€ Stop Maintaining Scrapers. Start Shipping Products.

Build AI products, not scraping infrastructure.

CoreClaw provides ready-to-use Workers & APIs for 1000+ websites β€” including Google Maps, Instagram, Facebook, YouTube, Amazon, Tiktok and Google Search Scraper.

βœ”οΈ No infrastructure
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🎁 Create a free account. Get free credits. Explore every Worker.

πŸ‘‰ https://coreclaw.com
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Your AI helper right in your messenger β€” in 5 minutes, free

Amplify (UK) plugs an AI agent straight into your Telegram, WhatsApp, Slack, WeChat, or Discord. Not just a GPT chat β€” an assistant that reaches into the real world.

Handles it all: emails, reminders, spreadsheets, Telegram-channel digests, image and video generation, PDFs, Google Drive, Notion. Send it voice notes on the go β€” it gets everything.

Pricing: $10/mo + pay-as-you-go for the AI model, all costs transparent and tracked. Already have OpenAI subscription? Link it and skip paying for the model.

🎁 Promo code CODEPROGRAMMER2 β†’ 2 months free + $10 credit. Bring someone in β€” another month free.

https://getamplify.team/
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A Powerful Alternative to Pandas πŸš€

This is an optimized replacement for Pandas that can significantly speed up data processing without requiring major changes to your code. βš™οΈ

To get started, simply replace a single import:

import fireducks.pandas as pd

Performance Benchmarks demonstrate speed improvements in various use cases. πŸ“ˆ

More: https://colab.research.google.com/drive/1UIokuJ4cytoiVSabRDqcziDXOan8bVua?usp=sharing

#Pandas #Python #DataScience #Performance #Fireducks #BigData

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This channels is for Programmers, Coders, Software Engineers.

0️⃣ Python
1️⃣ Data Science
2️⃣ Machine Learning
3️⃣ Data Visualization
4️⃣ Artificial Intelligence
5️⃣ Data Analysis
6️⃣ Statistics
7️⃣ Deep Learning
8️⃣ programming Languages

βœ… https://t.me/addlist/8_rRW2scgfRhOTc0

βœ… https://t.me/Codeprogrammer
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I kept running into the same problem: some of the best AI/ML books are legally free. The authors put them up on their own sites, but the links are scattered across personal pages, university sites, and random GitHub repos nobody finds.

So I built a single index: Awesome Free AI Books. 30+ books across Deep Learning, Reinforcement Learning, Bayesian/Probabilistic ML, NLP & LLMs, Math for ML, Computer Vision, Generative Models, Causal Inference, GNNs, and AI Safety. Think Goodfellow’s Deep Learning, Sutton & Barto’s RL bible, Murphy’s Probabilistic ML, Bishop’s latest, Jurafsky & Martin’s SLP3 draft, and more.

Every link points straight to the author’s or publisher’s own pageβ€”no rehosted PDFs, no shady mirrors. A weekly GitHub Action checks all links so they don't rot over time. πŸ”„

It’s open source and open to contributions. If you know a legitimately free book that’s missing, PRs and issues are welcome. 🀝

Repo:
https://github.com/MarcosSete/awesome-free-ai-books

#AI #MachineLearning #DeepLearning #NLP #LLMs #OpenSource

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Forwarded from Mira
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Day 7 of self-studying Berkeley CS189 β€” stochastic gradient descent notes πŸ“šπŸ“

πŸ”₯ *Stochastic Gradient Descent (SGD)* is a powerful optimization algorithm used to minimize loss functions in machine learning. Unlike batch gradient descent, which uses the entire dataset to compute gradients, SGD updates parameters using a single training example (or a small mini-batch) at a time.

πŸš€ Key Benefits:
- Faster convergence on large datasets
- Escapes local minima more easily
- Suitable for online learning scenarios

πŸ“Š The Update Rule:
ΞΈ = ΞΈ - Ξ± * βˆ‡J(ΞΈ; x⁽ⁱ⁾, y⁽ⁱ⁾)
Where α is the learning rate and (x⁽ⁱ⁾, y⁽ⁱ⁾) is a single training example.

πŸ“Œ Challenges:
- High variance in updates
- Requires careful tuning of the learning rate

🧠 *Tip:* Use momentum or adaptive learning rates (like Adam) to stabilize training!

#MachineLearning #CS189 #SGD #DeepLearning #DataScience #Algorithms

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