Sagemaker and Machine Learning Services
Sagemaker for machine learning.
Blogs
Web API Design
Website backend API design,
One Hundred Thousand Whys for Machine Learning
Some basic questions for machine learning.
Database Caching System Design
Design User System - Database and cache
Ticket Master
A simple system design for a ticket master system.
Rag
RAG (Retrieval-Augmented Generation) Introduction RAG is a system that can provide new knowledge to the model. flowchart LR A1[1. Data Extraction] subgraph RAG_Pipeline B2[2. Chunking] B3[3. Vectorization / Embedding] B4[4. Index Creation] B5[5. Retrieval] end C7[7. Reranking] D9[9. LLM Summarization / Generation] E6[6. Retrieval Evaluation] F8[8. Rerank Evaluation] G10[10. Final Evaluation] A1 --> B2 B2 --> B3 B3 --> B4 B4 --> B5 B5 --> C7 C7 --> D9 B5 -. evaluate .-> E6 C7 -. evaluate .-> F8 D9 -. evaluate .-> G10 E6 --> RAG_Pipeline F8 --> RAG_Pipeline G10 --> RAG_Pipeline There are three main mode for AI systems: ...
LLM and RAG System Design
System design for LLM and RAG project
Large-scale machine learning
Large-scale machine learning design
System Design of financial data ingestion
In this post, we will explore the system design of a financial data ingestion system. This system is crucial for collecting, processing, and storing financial data from various sources. There can be many conplicated distributed systems to handle financial data ingestion, but we will focus on a simplified version that can be used as a starting point for building such systems. System Design Overview For financial data ingestion, we need to consider generally two typpes of data: Metadata and Time Series Data. ...
famous Algorithms
Some famous algorithms for interview preparation.