अभ्यास • Week 24

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Weekly Production Deliverable

Target Output

Deliverable: Graphs (Theory + Traversal Problems) done. Behavioural Design Patterns done. Your capstone has a working retrieval pipeline demo.

Weeks: W21 W22 W23 W24 Active W25

Monday

0 / 2 done

DSA Introduction to Graph; Traversal Techniques (BFS/DFS)

1.5h

AI/ML Advanced RAG Pipelines

Krish Naik: Conversational Retrieval Chains, Memory types (Buffer, Summary), Contextual compression, Vector store retrievers, LangServe REST APIs

2.5h

Tuesday

0 / 2 done

DSA Connected Components; Number of provinces

1.5h

CORE Behavioural Design Patterns 1

Observer Pattern, Strategy Pattern, Command Pattern, Iterator Pattern + Real-world use cases, Java code implementations + Quiz

2.5h

Wednesday

0 / 2 done

DSA Number of islands; Flood fill algorithm

1.5h

AI/ML AI Agents & Tool Calling

Krish Naik: LangChain Agents, ReAct framework (Reason + Act loop), Tools & Toolkits (Search, Calculator, Python REPL, Custom Python functions)

2.5h

Thursday

0 / 2 done

DSA Number of enclaves; Rotten Oranges

1.5h

CORE Behavioural Design Patterns 2

Template Method, State Pattern, Chain of Responsibility, Visitor Pattern, Mediator, Memento + Java code implementations + Quiz

2.5h

Friday

0 / 2 done

DSA Distance of nearest cell having one

1.5h

AI/ML Flagship AI Capstone Project Kickoff

Choose your flagship project: (1) Enterprise Document Q&A RAG System over technical manuals/syllabus, OR (2) Custom GPT trained from scratch; initialize repository, setup ingestion pipeline, document chunking & vector indexing

2.5h

⚡ Weekend High-Load Execution • 8.0h Daily Deep Focus Lab

Saturday

0 / 3 done

DSA Surrounded Regions; Number of distinct islands

1.5h

AI/ML Byte Pair Encoding (BPE) Tokenizer from Scratch (4.0h)

Implement BPE tokenization algorithm from scratch (merge rules, regex pattern splitting, vocab training); compare against tiktoken.

4.0h

APT Quant M24 & Verbal/Logical

Quant M24 Race (Basic & Advance) + Verbal/Logical Mixed Practice

2.5h

Sunday

0 / 3 done

DSA Contest + revision

redo 3 BFS/DFS problems cold

1.5h

AI/ML LangChain & Vector Embeddings Lab (4.0h)

Set up local vector database (ChromaDB / pgvector); generate embeddings with SentenceTransformers; implement similarity search.

4.0h

APT Behavioural Patterns Mastery & Capstone Core Demo

Implement 2 Behavioural Patterns in Java + Capstone checkpoint: working end-to-end retrieval and generation demo

2.5h

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Week 24 Technical Notes & Journal

#LeetCode #Java #DSA #Week24