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Professional Cohorts

Build your technical and analytical skills through focused, industry-led learning. Find the curriculum that fits your next career move.

Four focused learning paths Learn with other professionals

Data Structures & Algorithms (DSA)

Master the fundamental building blocks of software engineering to ace technical interviews at top-tier tech companies.

What you'll learn

Big-O Complexity Analysis
Arrays, Strings & Hashmaps
Two Pointers & Sliding Window
Stack, Queue & Linked List

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Recursion & Backtracking
Binary Search Variants
Trees, Heaps & Graphs
Union-Find & Tries
Dynamic Programming & Greedy
Bit Manipulation & Interview Patterns

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System Design

Learn to design scalable, reliable, and maintainable systems for large-scale distributed applications.

What you'll learn

Functional & Non-functional Requirements
Capacity Planning & API Design
Data Modeling & Caching Strategies
Load Balancing & DB Indexing

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Replication & Sharding
Consistency Models (CAP Theorem)
Queues, Pub-Sub & Rate Limiting
Observability & Reliability Engineering
Security & Multi-region Architecture
Industry Standard Case Studies

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Data Analytics

Focus on modern analytics to transform data into actionable business value through mastery of tools and communication.

What you'll learn

SQL Mastery (Joins, Windows, CTEs)
Analytics Metrics (Funnels, Retention, LTV)
Dashboarding & KPI Design
Dimensional Modeling (Star Schema)

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ETL/ELT Concepts & Data Quality
A/B Testing Basics & Statistics
Segmentation & Anomaly Detection
Storytelling with Data
Stakeholder Communication
Business Case Study Workshops

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Machine Learning

A deep dive into building, deploying, and monitoring machine learning models using industry-standard ML pipelines.

What you'll learn

ML Fundamentals & Problem Framing
Data Preprocessing & Feature Engineering
Train/Validation/Test Splits & CV
Bias/Variance & Evaluation Metrics

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Linear, Logistic, Trees & Boosting
Clustering & Unsupervised Learning
Model Selection & Hyperparameter Tuning
Model Interpretability & Time Series
Deployment Patterns & Pipelines
Monitoring, Drift & Production Case Studies

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Your next step

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