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Interactive Learning Path

AI & Data Science Map

Advance node by node along the path. Master Artificial Intelligence algorithms on one branch and Data Science analytics on the other.

Ria AI Guide: 👋 Welcome to the AI & Data Science map! Follow the winding path step-by-step to reach mastery and unlock rewards as you complete units!
Mastered
Active Node
AI Track
Data Science Track
SECTION 1
Foundations & Core Analysis
Unit 1: AI Foundations & Data Analysis
AI Section
AI & Machine Learning Foundations
Start Here

Supervised & Unsupervised Learning, Linear Regression, Decision Trees, Classification, and Scikit-Learn.

8 Lessons 8 Hours
Explore Node
Data Science Section
Python for Data Analysis & Pandas
Available

Data wrangling, cleaning messy datasets, Pandas DataFrames, NumPy array acceleration, and ETL logic.

8 Lessons 8 Hours
Explore Node
SECTION 2
Deep Learning & Visualization
Unit 2: Deep Learning & Interactive Data Dashboards
AI Section
Deep Learning & Neural Networks
Unlocked

PyTorch neural net pipelines, Backpropagation math, Loss optimizers, and Convolutional Neural Networks (CNNs).

10 Lessons 9 Hours
Explore Node
Data Science Section
Data Visualization & Dashboards
Unlocked

Interactive charts with Plotly, Matplotlib, Seaborn, Tableau dashboard design, and BI storytelling.

7 Lessons 7 Hours
Explore Node
SECTION 3
Generative AI & Predictive Statistics
Unit 3: Generative AI Models & Predictive Statistics
AI Section
Natural Language Processing & LLMs
Advanced

Transformers architecture, HuggingFace, LLM Fine-Tuning with PEFT/LoRA, and Retrieval-Augmented Generation (RAG).

9 Lessons 10 Hours
Explore Node
Data Science Section
Applied Statistics & Predictive Modeling
Advanced

Statistical inference, A/B testing experimentation, Hypothesis testing, and Time Series forecasting models.

8 Lessons 8 Hours
Explore Node
SECTION 4
Autonomous AI & Big Data Capstone
Unit 4: Capstone Projects & Big Data Engineering
AI Section
Computer Vision & Autonomous AI
Capstone

OpenCV filtering, YOLOv8 real-time object detection, image segmentation, and edge AI deployment.

8 Lessons 8 Hours
Explore Node
Data Science Section
Big Data Engineering & ML Pipelines
Capstone

PySpark big data processing, SQL warehousing, automated ETL pipelines, and scalable model deployment.

8 Lessons 7 Hours
Explore Node

Top 50 Global Rank