Data Analysis and AI
TovTech empowers you to reach your next goal. You will acquire practical skills in data analytics and AI by hands-on learning. Be part of a supportive environment. Be part of TovTech.
1 Welcome to TovTech
2 Introduction to Python
3 (a) AI Python for Beginners: Basics of using AI for Python Coding
3 (b) AI Python for Beginners: Automating Tasks with Python
3 (c) Intermediate Python
4 Introduction to DataCamp Projects
5 Investigating Netflix Movies and Guest Stars in The office
6 (a) Data Manipulation with pandas
6 (b) AI Python for Beginners: Working with Your Own Data and Documents in Python
6 (c) AI Python for Beginners: Extending Python with Packages and APIs
7 Datacamp workspace - overview
8 Introduction to Kaggle
9 Working with Kaggle, additional explanation
10 (a) Pandas Section 1 Exercise 1
10 (b) Giving a Kaggle notebook internet access
10 (c) Pandas Section 1 Exercise 2
10 (d) Pandas Section 1 Exercise 3
11 (a) Pandas Section 2 Exercises
11 (b) Pandas Section 3 Exercises
12 Joining Data with pandas
13 Pandas Exercises from Kaggle
14 Analyzing Police Activity with pandas
15 Mid-Course Pandas Evaluation
16 Pandas 1 Survey
17 Pandas Exercises (4,5,6,7)
18 The Android App Market on Google Play
19 Python Data Science Toolbox (Part 1)
20 Python Data Science Toolbox (Part 2)
21 (Assessment) python-programming
22 Python Fundamentals Completed
23 Pandas Exercises (optional)
24 Data Cleaning in Kaggle
25 Introduction to Data Visualization with Plotly in Python (optional)
26 Instruction TovTech Analytics and other projects (optional)
27 Introduction to Statistics (optional)
28 Pandas 2 Survey
29 Introduction to Statistics in Python
30 (Video) Exploratory Data Analysis with Python
31 Exploratory Data Analysis in Python
32 The GitHub History of the Scala Language
33 (Assessment) Data Manipulation with Python (optional)
34 Advanced Kaggle & EDA Project
35 (Code-Along) Exploratory Data Analysis in Python
36 Exploring Air Force Personnel Data with Python
37 Exploratory Data Analysis Project (EDA)
37 (b) Create a public GitHub repository for your EDA project.
37 (c) Build Your EDA Project's LinkedIn Post
38 Introduction to product management - Part I
39 Introduction to product management - Part 2
40 Pandas 3 Survey
41 Introduction to SQL
42 Intermediate SQL
43 (Code-Along) Using Joins to Analyze Book Sales in SQL
44 Analyzing Students' Mental Health in SQL
45 Joining Data in SQL
46 Data Manipulation in SQL
47 PostgreSQL Summary Stats and Window Functions
48 Functions for Manipulating Data in PostgreSQL
49 Database Design
50 (Assessment) Data Analysis in SQL (PostgreSQL)
51 (Code-Along) Supermarket Transaction Analysis in SQL
52 Exploratory Data Analysis Project (EDA) with SQL
53 SQL Survey
54 (a) AI Business Fundamentals
54 (b) Introduction to Generative AI
54 (c) Understanding Prompt Engineering
55 Working with the OpenAI API
56 ChatGPT Prompt Engineering for Developers
57 Introduction to Embeddings with the OpenAI API
58 (a) Developing LLM Applications with LangChain
59 ChatGPT Prompt Engineering for Beginners
60 (a) Deep Dive into LLMs like ChatGPT (optional)
60 (b) Prompt Design in Vertex AI
61 AI Survey