[ WebToolTip.com ] Udemy - AI and Machine Learning From Scratch - Build Real-World Models

AI & Machine Learning From Scratch: Build Real-World Models


https://WebToolTip.com


Published 1/2026

MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch

Language: English | Duration: 2h 1m | Size: 1.35 GB


Build real AI & Machine Learning models from scratch using Python, PyTorch & OpenCV — no ChatGPT, no pre-trained APIs


What you'll learn

Build strong foundations in Python, statistics, linear algebra, and data handling required for real-world machine learning workflows.

Train, evaluate, and optimize machine learning models using supervised, unsupervised, semi-supervised, and self-supervised techniques.

Design and train deep learning models including CNNs, Vision Transformers, and NLP transformers using PyTorch and HuggingFace.

Create industry-ready ML, Computer Vision, and NLP projects with interpretability, evaluation metrics, and deployment-ready pipelines.


Requirements

Basic programming knowledge is helpful but not mandatory. All concepts are explained from scratch with practical, step-by-step examples.

Learners should have a computer (Windows, macOS, or Linux), a stable internet connection, and the ability to install free tools like Python and VS Code.

A willingness to learn mathematics, coding, and problem-solving is essential. No prior experience in machine learning or deep learning is required.