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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Groq Groq python Batch Processing
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Eventual Inc Daft Data Lakehouse ETL
Principles
- Principle:Microsoft BIPIA Few Shot Example Construction
- Principle:CarperAI Trlx Offline RL Training
- Principle:Zai org CogVideo Video Tokenization
- Principle:Neuml Txtai Tool Assembly
- Principle:Testtimescaling Testtimescaling github io Scheduled CI Trigger
- Principle:Confident ai Deepeval Span Level Test Cases
- Principle:Anthropics Anthropic sdk python Pagination And Iteration
- Principle:Langchain ai Langchain Provider API Invocation
- Principle:Tencent Ncnn Calibration Dataset Preparation
- Principle:PacktPublishing LLM Engineers Handbook HuggingFace Dataset Publishing
Implementations
- Implementation:FMInference FlexLLMGen OptLM Generate
- Implementation:Heibaiying BigData Notes HBaseConfiguration Create
- Implementation:NVIDIA NeMo Curator CommonCrawl Downloader
- Implementation:Langchain ai Langchain MistralAI Model Profiles
- Implementation:Speechbrain Speechbrain Prepare ESC50 Root
- Implementation:Datahub project Datahub AspectCache
- Implementation:Apache Paimon KeyValueDataWriter
- Implementation:InternLM Lmdeploy Module
- Implementation:FMInference FlexLLMGen Get Opt Config
- Implementation:Ucbepic Docetl FrontendTypes
Heuristics
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Apache Spark Build Fallback Strategies
Environments
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Alibaba MNN CPU Build Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Apache Dolphinscheduler Database Backend
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment