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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:Groq Groq python Streaming Chat Completion
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Groq Groq python Text Embedding
- Workflow:Truera Trulens LangGraph Agent Evaluation
Principles
- Principle:Webdriverio Webdriverio Selector Optimization
- Principle:Apache Shardingsphere Configuration Change Initiation
- Principle:Microsoft DeepSpeedExamples Multi Dataset VQA Preparation
- Principle:Mlfoundations Open flamingo Distributed Checkpointing
- Principle:Microsoft Autogen Swarm Execution
- Principle:Fede1024 Rust rdkafka FFI Binding Layer
- Principle:Mlfoundations Open flamingo Pretrained Weight Loading
- Principle:Guardrails ai Guardrails Validator Logic Implementation
- Principle:Volcengine Verl Prompt Template Design
- Principle:Triton inference server Server Ensemble Pipeline Testing
Implementations
- Implementation:Bentoml BentoML SyncHTTPClient For Cloud
- Implementation:TobikoData Sqlmesh Editor Context
- Implementation:LMCache LMCache LMCacheControllerManager Init
- Implementation:Alibaba MNN Protobuf Extension Set H
- Implementation:Ucbepic Docetl Dataset Medical Transcripts
- Implementation:Hpcaitech ColossalAI Generate With Actor
- Implementation:Infiniflow Ragflow UserCanvasService Save
- Implementation:Alibaba MNN RapidJSON Stdint
- Implementation:Spcl Graph of thoughts KeywordCountingPrompter
- Implementation:EvolvingLMMs Lab Lmms eval StructEditBench 2Stage Eval
Heuristics
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
Environments
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Ucbepic Docetl Python Runtime