AI for Beginners. AI for Business
Be prepared for the future
Course 1 - Data Visualization ( Telling a Story with your data)
WEEK 1 - Context, Choosing a Visual
Lesson 1 - Context - The Who, Why and What of Story telling with Data (6 min Video) (DECK)
Lesson 2 - Exploratory vs Explanatory Analysis
Lesson 3 - The 4 Categories of questions to help with choosing a Chart type (DECK)
Lesson 4 - The Rule of 2 for Data Visualization (DECK)
Lesson 5 - How to create a Column Chart / Bar Chart in Google Sheets (3 min Video)
Lesson 6 - How to create a Map Visualization in Google Sheets (3 min Video)
WEEK 2 - Clarity, Capture their Attention
Lesson 6 - Reduce Noise in your Visuals (uses Google Sheet example)
Concept - What are the different Data types ?
Lesson 7 - Capture their attention
Exercise - Let's find out why these are BAD examples of Data Visualization
Lesson 8 - Highlighting a Bar or Column chart in Google Sheets to Capture Attention
WEEK 3 - Concoction
Lesson 9 - Storyboarding
Lesson 10 - Using Infographics, Comics and other tools
Data Visualization Project
Course 2 - Data Analysis Basics
WEEK 1 - Variables and Loops
Concept 1 - How to explain Variables (6 min Video) (DECK)
Concept 2 - How to explain Loops (7min VIDEO) Link to Jupyter Notebook
Lesson 1 - How to use Variables (Boxes) and Loops to create Multiplication Tables (13 min VIDEO) (DECK) , Link to Jupyter Notebook
Additional Function 1 : How to pretty print data in Pandas DataFrame (2 min VIDEO) Link to Jupyter Notebook
WEEK 2 - Random, CSV File, Pandas DataFrame
Concept 3 - Let's be Random (simple game) (VIDEO) , Link to Jupyter Notebook
Concept 4 - What is a CSV File (How do you explain this to kids) (3 min VIDEO)?
Lesson 2 - How to create Data with Pandas DataFrame (9 min VIDEO) (DECK)
Lesson 3 - Creating Random Data in a DataFrame , Link to Jupyter Notebook
WEEK 3 - Reading Data, Understanding Data Types
Lesson 4 - Reading Data from a CSV File into a DataFrame + First Analysis (Link to Jupyter Notebook)
Concept 6 - Data Types in Python (7 min VIDEO)
Concept 7 - Statistical Concepts Basics - Mean, Mode, Median - The 3 Ms (7 min VIDEO)
WEEK 4 - Analysis using DataFrame
Lesson 4a - Top 5 commands to explore a DataFrame (Link to Jupyter Notebook)
Lesson 5 - How to Analyze Data with a DataFrame - Part 1 (10 min Video) (Link to Jupyter Notebook)
Lesson 6 - How to Analyze Data with a DataFrame - Part 2
WEEK 5 - Let's draw some pretty Graphs
Concept 8 - 3 Basic Chart types for Kids to analyze Data
Lesson 7 - DataFrame , PieCharts and Bar graphs
Course 3 - Advanced
Advanced
Concept 1 - Data Science and AI - How do they relate to each other ? (3 Min Video) (DECK)
Projects in AI - Top 10 Interesting AI Projects happening right now (DECK)
Projects using TensorFlow - Top 6 Project using TensorFlow (7 mins Video)
Machine Learning -
(Video) What is Supervised Learning? (3 Min Video)
Programming Fundamentals for Vision AI
Capturing Video stream from your camera
Code is available on Github here : https://github.com/anupsurendran/datascienceforkids
Course - Statistics Basics
Basics
Probability - What is probability?
Big Ideas which Kids should get out of any AI course
Idea #1 - Computers use Sensors (5 Min Video)
Idea #2 - Agents use Models (6 Min Video)
Idea #3 - Computers learn from Data (3 Mins Video)
Idea #4 - AI Agents are clumsy (5 Mins Video)
Idea #5 - Side effects of AI - The good and not so good (7 mins video)
MORE COMING SOON !