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Target: July 2027
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Roadmap
WEEK 01
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Java refresh, OOPs begins, CS50P Weeks 0–5
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WEEK 02
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DSA concept basics, CS50P finishes + Corey Schafer OOP, OOPs core principles
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WEEK 03
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Recursion + Sorting, first from-scratch Python projects, OOPs finishes, Linear Algebra begins
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WEEK 04
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Arrays (Java), Linear Algebra continues, DBMS begins
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WEEK 05
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Arrays FAQs (Medium), Calculus + Statistics/Probability, DBMS continues
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WEEK 06
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SQL foundations, Arrays FAQs finish, The Data Toolkit
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WEEK 07
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Hashing, SQL aggregation/functions, ML begins: Feature Engineering
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WEEK 08
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Binary Search begins, SQL Joins, Linear Regression + Gradient Descent + Regularization
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WEEK 09
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Binary Search "On Answers", SQL Subqueries, Logistic Regression
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WEEK 10
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Binary Search 2D, SQL CTEs/Dates, Decision Trees
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WEEK 11
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Recursion (Implementation), OS begins, Ensembles: Bagging & Random Forest
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WEEK 12
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Recursion (Hard), OS scheduling, Ensembles: Boosting & XGBoost
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WEEK 13
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Linked List begins, OS threads/sync, KNN, Naive Bayes, SVM — Kaggle begins
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WEEK 14
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Linked List (Logic + FAQs), OS deadlock, Unsupervised Learning — Kaggle in progress
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WEEK 15
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Linked List finishes + Bit Manipulation, OS finishes, Evaluation, CV, Hyperparameter Tuning — Kaggle wraps up
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WEEK 16
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Greedy, CN begins, What a neural network actually is
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WEEK 17
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Sliding Window/2 Pointer, CN continues, Karpathy's micrograd — build your own autograd engine
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WEEK 18
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Stack/Queue (Implementation + Monotonic), CN continues, Deep Neural Networks & Regularization
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WEEK 19
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Stack/Queue FAQs, CN continues, Convolutional Neural Networks
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WEEK 20
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Binary Trees begin, CN finishes, ResNet — your first paper
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WEEK 21
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Binary Trees finish, LLD begins (Intro + SOLID + UML), 3Blue1Brown's GPT chapters + Karpathy's makemore series
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WEEK 22
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Binary Search Trees, LLD Creational Patterns, Karpathy: "Let's build GPT" + the GPT Tokenizer
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WEEK 23
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Heaps, LLD Structural Patterns, Reproducing GPT-2 + reading "Attention Is All You Need"
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WEEK 24
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Graphs begin (Traversal), LLD Behavioural Patterns, RAG pipeline + Agents — capstone begins
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WEEK 25
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Graphs continue (Cycles), LLD Multithreading/DI, Capstone with evaluation — Phase checkpoint
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WEEK 26
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Graphs (Hard Problems + Shortest Paths), LLD Interview Problems begin, Capstone gets a front end & API
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WEEK 27
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Graphs finish (MST + Hard Problems II), DP begins, LLD Interview Problems continue, Capstone polish
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WEEK 28
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DP (2D, Grids, Stocks), LLD Interview Problems finish, HLD begins, Project Defenses
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WEEK 29
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DP (Subsequences + LIS begins), HLD continues, System Design Deep Dive
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WEEK 30
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DP finishes (LIS), full revision, HLD wraps up, final mock interviews — placement-ready checkpoint
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WEEK 31
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Tries + Maths (DSA), LLD Part 3 begins (Core CS), NLP specialization begins (AI/ML), Spring Core + first REST API (Java Backend)
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WEEK 32
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Advanced String Algorithms (DSA), LLD finishes + SQL Access Control & Window Functions begin (Core CS), LoRA fine-tuning (AI/ML), REST API depth (Java Backend)
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WEEK 33
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DP on Strings + MCM DP (DSA), SQL: JSON/DB Design/Performance (Core CS), advanced RAG (AI/ML), Data Persistence (Java Backend)
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WEEK 34
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Graph Additional Algorithms (DSA), SQL finishes + HLD begins (Core CS), Hugging Face Agents Course (AI/ML), Spring Security (Java Backend)
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WEEK 35
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HLD Practice Problems continue (Core CS), specialization checkpoint (AI/ML), Testing (Java Backend)
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WEEK 36
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Java Streams API, HLD finishes, Kaggle competition 2 begins, Caching & Async
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WEEK 37
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Modern Java Language Features, DDIA begins, Kaggle wraps up, Logging & Observability
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WEEK 38
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Java Concurrency Fundamentals, DDIA continues, MLOps begins, Microservices Fundamentals
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WEEK 39
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Advanced Concurrency, DDIA Consistency chapter, MLOps: serving & cost, API Gateway + Resilience
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WEEK 40
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JVM Internals, DDIA Part 3 begins, MLOps wrap-up, Messaging with Kafka
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WEEK 41
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Choosing the stack, URL Shortener Design, Spring AI setup
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WEEK 42
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Retrieval-Augmented Generation in Spring AI, URL Shortener Scaling
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WEEK 43
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Tool-Calling & MCP in Spring AI, Design a Rate Limiter
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WEEK 44
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Bringing It All Together, Documenting Your Own System Design
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WEEK 45
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Evaluate, Polish, Ship
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WEEK 46
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Full-Stack Self-Test & the Interview Question Bank
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WEEK 47
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Mock Interview Round 1
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WEEK 48
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Close the Gaps, Second Full Self-Test
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WEEK 49
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Mock Interview Round 2
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WEEK 50
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Final Polish & the Real Placement-Ready Checkpoint
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“कर्मण्येवाधिकारस्ते मा फलेषु कदाचन।”