🏆 – AI/ML Engineer

Stage 1 – Python Basics
Stage 2 – Statistics & Probability
Stage 3 – Linear Algebra & Calculus
Stage 4 – Data Preprocessing
Stage 5 – Exploratory Data Analysis (EDA)
Stage 6 – Supervised Learning
Stage 7 – Unsupervised Learning
Stage 8 – Feature Engineering
Stage 9 – Model Evaluation & Tuning
Stage 10 – Deep Learning Basics
Stage 11 – Neural Networks & CNNs
Stage 12 – RNNs & LSTMs
Stage 13 – NLP Fundamentals
Stage 14 – Deployment (Flask, Docker)
Stage 15 – Build projects

Best Resource to Learn Artificial Intelligence (AI) For Free
👇👇

https://imp.i115008.net/qn27PL

https://i.am.ai/roadmap

https://bit.ly/3h97QpE

https://t.iss.one/datasciencefun/1375

https://microsoft.github.io/AI-For-Beginners

https://ai.google/education/

Share with credits: https://t.iss.one/free4unow_backup

ENJOY LEARNING 👍👍

Top 10 Python Project Ideas 💡

Best Group for Freshers/ College Students 👇👇
t.iss.one/freshersgrp

12 Essential Math Theories for AI
Understanding AI requires a foundation in core mathematical concepts. Here are twelve key theories that deepen your AI knowledge:

Curse of Dimensionality:
Challenges with high-dimensional data.
Law of Large Numbers:
Reliability improves with larger datasets.
Central Limit Theorem:
Sample means approach a normal distribution.
Bayes' Theorem:
Updates probabilities with new data.
Overfitting & Underfitting:
Finding balance in model complexity.
Gradient Descent:
Optimizes model performance.
Information Theory:
Efficient data compression.
Markov Decision Processes:
Models for decision-making.
Game Theory:
Insights on agent interactions.
Statistical Learning Theory:
Basis for prediction models.
Hebbian Theory:
Neural networks learning principles.
Convolution:
Image processing in AI.

Familiarity with these theories will greatly enhance understanding of AI development and its underlying principles. Each concept builds a foundation for advanced topics and applications.

Top 10 Computer Vision Project Ideas

1. Edge Detection
2. Photo Sketching
3. Detecting Contours
4. Collage Mosaic Generator
5. Barcode and QR Code Scanner
6. Face Detection
7. Blur the Face
8. Image Segmentation
9. Human Counting with OpenCV
10. Colour Detection

Java projects 👇

Here are 20 project ideas to sharpen your coding skills and build your portfolio! 👇

💡 1. RESTful API for a Todo App
📚 2. Library Management System

🏬 3. E-commerce API with Payment Gateway
🛠 4. User Authentication System

🎵 5. Music Streaming Service
💬 6. Chat Application Backend

📦 7. Inventory Management API
📄 8. Blog Platform with Comments

🏥 9. Hospital Management System
📈 10. Analytics Dashboard

📬 11. Email Campaign API
🚗 12. Ride-Sharing Backend

📦 13. Warehouse Management System
🎓 14. Online Learning Platform

🌐 15. Social Media Backend
💳 16. Subscription Billing System

🛡 17. Role-Based Access Control
🍽 18. Restaurant Ordering API

🏨 19. Hotel Booking System
📝 20. Form Builder API

Best Programming Resources: https://topmate.io/coding/886839

All the best 👍👍

Frontend Development Resources: https://whatsapp.com/channel/0029VaxfCpv2v1IqQjv6Ke0r

Full stack Project Ideas 💡

Underrated Telegram Channel for Data Analysts 👇👇
https://t.iss.one/sqlspecialist

Here, you will get free tutorials to learn SQL, Python, Power BI, Excel and many more

Hope you guys will like it 😄