Choose Your Roadmap
Select a role below to explore a masterfully curated sequence of talks, workshops, and papers designed to take you from beginner to expert.
Data Scientist Path Overview
Master the foundations of data science, statistics, optimization, and their impact on society.
1
Beginner
Fundamentals of ML
Start with the statistical foundation required for machine learning.
44:51
Fundamentals of Machine Learning: Statistics & Probability
Jun 30, 202467 views
2
Beginner
Optimization & Predictions
Understand optimization algorithms like Gradient Descent mathematically.
36:16
Breaking Down Optimization: Math Behind Better Predictions
Dec 29, 202470 views
3
Intermediate
Analyzing Real-World Data
Apply statistical logic and mathematical principles to real-world data like PSX.
33:21
Analyzing PSX Prices using Statistical Logic & Mathematical Principles | AIMC S4 ft. Muhammad Ammar
Jul 18, 202624 views
4
Intermediate
Math of Vector Embeddings
Explore the mathematical foundations of vector embeddings and semantic meaning.
1:12:26
The Mathematics of Vector Embeddings: How AI Represents and Understands Meaning | AI Math Clubs S2 ft. Anmol Zehrah
Jul 5, 2026104 views
5
Advanced
MapReduce for Big Data
Dive into big data processing concepts on large distributed clusters.
1:10:00
MapReduce: Simplified Data Processing on Large Clusters
Nov 29, 2025141 views
6
Advanced
Data Science & Society
Understand the broader impact of data science algorithms on modern society.
45:00
How AI and DS Shape Society through Social Media
Dec 22, 202498 views
7
Advanced
Explainable AI (GenXAI)
A comprehensive look at Explainable AI and its research agenda.
22:08
Explainable Generative AI (GenXAI): A Survey, Conceptualization, and Research Agenda | AI Paper Reading Clubs Day 6 ft. Urooj Fatima
Mar 1, 202644 views