Neural Networks and Machine Learning

This specific course by Geoffrey Hinton (the "Godfather of AI") from 2013 is a historical artifact. It provides an invaluable look at the foundational ideas from the researcher who later won the Turing Award for them.

🔗 Course Link

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Here are 30 websites for jobseekers to check out

-Remotive (https://lnkd.in/d-ap9w_B)
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-Glassdoor (glassdoor.com)
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-CareerOneStop (careeronestop.org)

Interview Preparation Websites:

1. InterviewBit - interviewbit.com
2. Glassdoor - glassdoor.com
3. Interviewing - interviewing.io
4. Jobscan Interview Prep - jobscan.co/interview
5. Indeed Interview Tips - indeed.com/career-advice
6. CareerCup - careercup.com
7. The Muse - themuse.com
8. PrepLounge - preplounge.com
9. Big Interview - biginterview.com
10. LinkedIn Learning - linkedin.com/learning

6 Must-Know Data Engineering Tools For Beginners

🇮🇳 Population of India (1955–2025)

👥 1955 — 387,700,887
👥 1960 — 435,990,338
👥 1965 — 490,140,146
👥 1970 — 545,864,268
👥 1975 — 611,309,535
👥 1980 — 687,354,025
👥 1985 — 772,647,793
👥 1990 — 864,972,221
👥 1995 — 960,301,044
👥 2000 — 1,057,922,733
👥 2005 — 1,154,676,322
👥 2010 — 1,243,481,564
👥 2015 — 1,328,024,498
👥 2020 — 1,402,617,695
👥 2022 — 1,425,423,212
👥 2023 — 1,438,069,596
👥 2024 — 1,450,935,791
👥 2025 — 1,463,865,525

Source: Worldometer

Free N8N Courses

n8n Full Course
🔗 Course Link

n8n Text Courses
🔗 Course Link

Free n8n No-Code AI Agent Builder Course
🔗 Course Link

n8n Crash Course - Complete Tutorial for Beginners
🔗 Course Link

Your First AI Automation - NoCodeStartup
🔗 Course Link

Free N8N training - 2025
🔗 Course Link


Reading Materials

📖 The Complete n8n Cheat Sheet
📖 n8n Master Guide
📖 n8n Guide With Practical Examples
📖 n8n Workflow Fundamentals
📖 A Practical Guide to n8n: What the Cheat Sheet Doesn’t Tell You

Join @skillsunlock for more

Automate with Python - Full Course for Beginners

3-hour project-based course: Automate news scraping, Excel reports, PDF extraction, script scheduling with Selenium, Pathlib, Pandas. Converts scripts to EXEs.

📚 3 hours video + projects
⏰ Duration: ~3 hours
🏃‍♂️ Self Paced
👨‍🏫 Created by: freeCodeCamp

🔗 Course Link

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To everyone in our community who celebrates Christmas, wishing you peace, joy, and warm moments with your loved ones. 🎄

Thank you for being part of this community.

Merry Christmas 🧡

Introduction to WebAssembly - Linux Foundation (LFD133, Free Access)

This course goes through core WebAssembly runtime: Compiling C/Rust to WASM, browser integration, and security for high-performance web apps. It will help you bridge systems languages to web without JS limits; boosts speed for games/tools. The only prerequisite is basic C/Rust knowledge.

🆓 Free Course
📚 4 modules with videos and labs
⏰ Duration: 4 hours
🏃‍♂️ Self Paced
Created by 👨‍🏫: Linux Foundation
🔗 Course Link

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🚀 Mastering Python for Coding Interviews – A Smart Roadmap

Python shines in interviews when you understand concepts deeply and apply them under pressure—not by memorizing syntax.

Focus on these essentials:

🔹 Sorting – custom keys, lambdas, sorted vs in-place

🔹 Pythonic Code – unpacking, zip, chained comparisons, quick min–max

🔹 Lists – initialization, resizing, cloning, list comprehensions

🔹 Stacks & Queues – DFS/BFS basics, deque operations

🔹 2D Lists – grids, matrices, nested loops

🔹 Hashmaps & Sets – dict, defaultdict, Counter, set ops

🔹 Heaps – k-largest/smallest, heapify, min/max heap tricks

🔹 Sorted Dicts/Sets – ordered data handling (advanced)

💡 Key takeaway:

Don’t memorize. Understand. Clean, optimized, Pythonic solutions win interviews.

List of AI Project Ideas 👨🏻‍💻

Beginner Projects

🔹 Sentiment Analyzer
🔹 Image Classifier
🔹 Spam Detection System
🔹 Face Detection
🔹 Chatbot (Rule-based)
🔹 Movie Recommendation System
🔹 Handwritten Digit Recognition
🔹 Speech-to-Text Converter
🔹 AI-Powered Calculator
🔹 AI Hangman Game

Intermediate Projects

🔸 AI Virtual Assistant
🔸 Fake News Detector
🔸 Music Genre Classification
🔸 AI Resume Screener
🔸 Style Transfer App
🔸 Real-Time Object Detection
🔸 Chatbot with Memory
🔸 Autocorrect Tool
🔸 Face Recognition Attendance System
🔸 AI Sudoku Solver

Advanced Projects

🔺 AI Stock Predictor
🔺 AI Writer (GPT-based)
🔺 AI-powered Resume Builder
🔺 Deepfake Generator
🔺 AI Lawyer Assistant
🔺 AI-Powered Medical Diagnosis
🔺 AI-based Game Bot
🔺 Custom Voice Cloning
🔺 Multi-modal AI App
🔺 AI Research Paper Summarizer

💬 Tap ❤️ for more!

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Reinforcement Learning Course

This course teaches you practical reinforcement learning through hands-on implementation of Deep RL algorithms. It dives into Q-learning, policy gradients, and multi-agent systems with working code examples. And if you complete 80% of the Assignments you can get a certificate.
Prerequisite: Python and deep learning basics.

📚 Theory + Hands on Projects + Challenges
⏰ Duration: ~35 hours
🏃‍♂️ Self Paced
Created by 👨‍🏫: Hugging Face
🔗 Course Link https://github.com/huggingface/deep-rl-class


#DeepReinforcementLearning #DeepLearning
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