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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:Cypress io Cypress Project Setup and Configuration
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
Principles
- Principle:Apache Dolphinscheduler Frontend Build Configuration
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Duckdb Duckdb Enum Code Generation
- Principle:Teamcapybara Capybara Pre Registered Drivers
- Principle:Alibaba ROLL Distillation Dataset Preparation
- Principle:Spotify Luigi URI Target Resolution
- Principle:Langfuse Langfuse S3 Payload Upload
- Principle:Openai Openai agents python Output Processing
- Principle:Apache Kafka Builder Cleanup
- Principle:Nightwatchjs Nightwatch Browser Command Execution
Implementations
- Implementation:Speechbrain Speechbrain Train PeoplesSpeech
- Implementation:FlagOpen FlagEmbedding Reinforced IR Generate Universal Query
- Implementation:LaurentMazare Tch rs Torch Sys Lib
- Implementation:EvolvingLMMs Lab Lmms eval Flickr30k Utils
- Implementation:Openai Openai python Vector Store Search Response
- Implementation:Google deepmind Mujoco MJX Collision Convex
- Implementation:Hiyouga LLaMA Factory Tool Utils
- Implementation:Onnx Onnx Check Model Path
- Implementation:OpenGVLab InternVL ScienceQA Evaluation
- Implementation:TobikoData Sqlmesh Toggle
Heuristics
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
Environments
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Alibaba MNN Python Export Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Apache Flink Hadoop Compatibility Environment