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[ WebToolTip.com ] Udemy - AI And Machine Learning From Scratch - Build Real-World Models
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.
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction/1. About The instructor.mp4
79.4 MB
~Get Your Files Here !/1 - Introduction/2. Course overview & learning outcomes.mp4
224.6 MB
~Get Your Files Here !/1 - Introduction/3. ML vs DL vs AI vs Generative AI.mp4
122.9 MB
~Get Your Files Here !/1 - Introduction/4. Industry ML workflow.mp4
112.7 MB
~Get Your Files Here !/1 - Introduction/5. Tools datasets & evaluation mindset.mp4
98.4 MB
~Get Your Files Here !/1 - Introduction/6. Career & portfolio roadmap.mp4
184.6 MB
~Get Your Files Here !/2 - SECTION 1 – Python Foundations & Workflow/7. Install Python (Windows macOS Linux) and VS Code & Jupyter workflow.mp4
215.9 MB
~Get Your Files Here !/2 - SECTION 1 – Python Foundations & Workflow/8. Virtual environments (venv).mp4
62.4 MB
~Get Your Files Here !/2 - SECTION 1 – Python Foundations & Workflow/9. Python data types & variables.mp4
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