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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:ContextualAI HALOs Model Evaluation
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Ollama Ollama Model Registry Operations
Principles
- Principle:LaurentMazare Tch rs Atari Environment Preprocessing
- Principle:Wandb Weave Call Retrieval
- Principle:Turboderp org Exllamav2 Prompt Format Templating
- Principle:Ollama Ollama Response Streaming
- Principle:Deepspeedai DeepSpeed RLHF Experience Generation
- Principle:Google deepmind Dm control Entity Definition
- Principle:OpenHands OpenHands Conversation Initiation
- Principle:Kserve Kserve Prediction Protocol
- Principle:ARISE Initiative Robosuite Signal Buffering
- Principle:Haifengl Smile Inference Server Configuration
Implementations
- Implementation:Ggml org Ggml Hexagon htp driver
- Implementation:InternLM Lmdeploy AttentionCtaMap
- Implementation:LaurentMazare Tch rs Optimizer Backward Step
- Implementation:Interpretml Interpret PseudoHuberRegressionObjective
- Implementation:Langgenius Dify Refresh Token
- Implementation:SeleniumHQ Selenium Cookie
- Implementation:LaurentMazare Tch rs Torch Sys Lib
- Implementation:Datahub project Datahub AvroSchemaConverter
- Implementation:Scikit learn Scikit learn BernoulliRBM
- Implementation:Neuml Txtai Data Tokenizers
Heuristics
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI