← Free Learning Library · Data

Data Science

Data Science and Machine Learning Full Course Series

A free learning path covering statistics, Python, machine learning, time series, AI, and reinforcement learning through full-length courses from Great Learning.

Learn from: the original creator. Original content published on YouTube. DigitalSkillX organizes these public resources into a structured learning path. DigitalSkillX does not claim ownership or partnership.

Lessons
10
Time
About 81 hr 2 min
Level
beginner

Now playing: Python for Data Science | Data Science with Python | Python for Data Analysis | 11 Hours Full Course

About this path

This learning path brings together ten full-length video courses from Great Learning's playlist. You will start with the fundamentals of statistics and data science, then move into Python for data analysis, machine learning with Python, time series analysis, artificial intelligence, and reinforcement learning. The videos are grouped into sections that build on each other, so you can follow along in order or jump to topics you need. Each course is taught by experienced instructors and includes practical examples and real-world datasets.

What you will learn

  • Understand core statistics concepts used in data science and machine learning.
  • Use Python for data analysis, visualization, and manipulation.
  • Build and evaluate machine learning models for regression, classification, and clustering.
  • Apply time series analysis and forecasting techniques in R.
  • Grasp the fundamentals of artificial intelligence and reinforcement learning.

Who this is for

Beginners who want a structured free introduction before deeper practice.

Curriculum

Section 1: Foundations of Statistics and Data Science

  1. Lesson 1: Statistics for Data Science | Probability and Statistics | Statistics Tutorial | Ph.D. (Stanford)

    This is a comprehensive statistics tutorial for data science, taught by a Ph.D. from Stanford. It covers probability and statistics concepts essential for data analysis and machine learning. The video also mentions a paid Pro+ trial for additional resources, but the core content is available here.

    Open on YouTube
  2. Lesson 2: Machine Learning with Python | Machine Learning Tutorial for Beginners | Machine Learning Tutorial

    A machine learning tutorial for beginners using Python. It explains how machine learning works and covers regression, classification, clustering, and model evaluation. The video includes hands-on projects and real datasets to practice with.

    Open on YouTube
  3. Lesson 3: Data Science Course for Beginners (11 Hours Data Science Tutorial)

    An 11-hour data science course for beginners. It provides a hands-on introduction to data science with Python, focusing on building real projects. The course is designed to help you develop in-demand skills for today's data-driven world.

    Open on YouTube

Section 2: Python for Data Science and Machine Learning

  1. Lesson 4: Python for Data Science | Data Science with Python | Python for Data Analysis | 11 Hours Full Course

    An 11-hour full course on Python for data science and data analysis. It covers Python programming for data manipulation, analysis, and visualization. The video also mentions free courses and certificates available on Great Learning's platform.

    Open on YouTube
  2. Lesson 5: Time Series Analysis | Time Series Forecasting | Time Series Analysis in R | Ph.D. (Stanford)

    A time series analysis and forecasting course taught by Dr. Abhinanda Sarkar. It covers essential techniques for analyzing time series data and making forecasts. The course is designed for aspiring data scientists and uses R for examples.

    Open on YouTube
  3. Lesson 6: Artificial Intelligence Tutorial | Artificial Intelligence Tutorial for Beginners | AI Full Course

    An artificial intelligence tutorial for beginners. It provides a full course overview of AI concepts and applications. The video also promotes Great Learning's AI and machine learning programs.

    Open on YouTube

Section 3: Advanced Topics: AI, ML, and Reinforcement Learning

  1. Lesson 7: Machine Learning Tutorial | Machine Learning Full Course | Learn Machine Learning | Great Learning

    A full machine learning course from Great Learning. It covers core machine learning concepts and algorithms. The video also mentions career upgrade programs in AI and machine learning.

    Open on YouTube
  2. Lesson 8: Data Science For Beginners - Learn Data Science In 9 Hours | What is Data Science | Great Learning

    A 9-hour data science course for beginners. It explains what data science is and covers the fundamental concepts and tools. The video also promotes Great Learning's data science and business analytics programs.

    Open on YouTube
  3. Lesson 9: Reinforcement Learning Tutorial | Reinforcement Learning in Artificial Intelligence | Full Course

    A full course on reinforcement learning in artificial intelligence. It covers the key concepts and algorithms behind reinforcement learning. The video also mentions career opportunities and programs offered by Great Learning.

    Open on YouTube
  4. Lesson 10: Statistics for Machine Learning | Statistics Class 10 | Statistics for Data Science | Full Course

    A statistics course focused on machine learning applications. It covers statistical concepts that are important for data science and machine learning. The video also mentions job opportunities in statistical research and related fields.

    Open on YouTube

Your progress

0 of 10 lessons completed (0%).

Complete this learning path to become eligible for your DigitalSkillX certificate.

Related learning