
Level: All | Genre: eLearning | Language: English | Duration: 29 Lectures ( 5h 10m ) | Size: 2.4 GB
https://www.udemy.com/course/machine-learning-ai-neural-networks-a-complete-course/
Learn the Foundations of Machine Learning, Explore AI Concepts, and Build Real-World Neural Network Models Using Python.
What you'll learn ✓ What is Machine Learning ✓ AI & Neural Networks ✓ Setting Up Your ML Environment ✓ Python Basics & Essential Libraries ✓ Data Handling & Preprocessing with Pandas ✓ Data Visualization Techniques ✓ Handling Missing Data & Data Cleaning ✓ Feature Scaling & Normalization ✓ Encoding Categorical Data ✓ Understanding Regression in ML ✓ Simple & Multiple Linear Regression ✓ Logistic Regression & Decision Trees ✓ Model Evaluation & Cross-Validation ✓ Introduction to Deep Learning & Neural Networks ✓ Building a CNN for Image Classification ✓ Object Detection & Image Segmentation ✓ Understanding Sequential Data & Time Series ✓ Natural Language Processing ✓ AI in Creative Fields (Music, Art, Video) ✓ Future of AI & ML (Quantum Computing, AGI) ✓ AI Career Paths & Industry Opportunities Requirements ● Basic Programming experience needed
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