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freeCodeCamp

AI and Machine Learning Foundations - Python, Data Science, and MLOps

via freeCodeCamp

Overview

Master artificial intelligence and machine learning fundamentals through a comprehensive 10-hour course that progresses from basic concepts to advanced implementations. Begin with essential machine learning principles including supervised and unsupervised learning, regression, and classification before diving into technical concepts like bias-variance trade-offs and overfitting regularization. Gain practical experience through hands-on projects including a Superstore data analytics project and a movie recommendation system. Explore the top 10 machine learning algorithms while developing proficiency in linear regression through detailed case studies. Beyond technical skills, discover career development strategies for entering data science without prior experience, learn startup fundamentals, and prepare for machine learning interviews with industry insights. Perfect for aspiring data scientists and AI practitioners seeking both theoretical knowledge and practical implementation skills.

Syllabus

⌨️ Introduction
⌨️ Machine Learning Roadmap for 2024
⌨️ ML Basics Supervised vs. Unsupervised, Regression vs. Classification
⌨️ Machine Learning Bias-Variance Trade-off
⌨️ Machine Learning Overfitting Regularization
⌨️ Machine Learning Linear Regression Model
⌨️ Machine Learning Linear Regression Model As a Prediction Model
⌨️ Top 10 Machine Learning Algorithms
⌨️ Data Analysis : Superstore Data Analytics Project
⌨️ Machine Learning Linear Regression Case Study
⌨️ MLOps: Movie recommendation system.
⌨️ Workshop: How to Become a Data Scientist With No Experience
⌨️ Workshop: How to Build A Startup
⌨️ Machine Learning Interview Prep Thanks to our Champion and Sponsor supporters:

Taught by

freeCodeCamp.org

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