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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:Apache Kafka Topic Management
- Workflow:Apache Kafka Broker Startup
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:Eric mitchell Direct preference optimization Checkpoint Saving
- Principle:Microsoft Semantic kernel OpenAPI Plugin Import
- Principle:Princeton nlp Tree of thought llm Thought Generation
- Principle:Google research Deduplicate text datasets Duplicate Range Collection
- Principle:FMInference FlexLLMGen GEMM Performance Testing
- Principle:Apache Airflow Docker Image Preparation
- Principle:Sail sg LongSpec Multi Stage Training
- Principle:Mlflow Mlflow API Compatibility Checking
- Principle:Alibaba ROLL Reward Flow Configuration
- Principle:Neuml Txtai Training Data Preparation
Implementations
- Implementation:Apache Hudi CompactionCommitSink Invoke
- Implementation:Ggml org Llama cpp Pydantic Grammar Examples
- Implementation:Volcengine Verl Datasets Load Dataset
- Implementation:Microsoft Playwright ChannelOwner
- Implementation:OpenGVLab InternVL Wrap Backbone LoRA
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Checkpoint
- Implementation:Teamcapybara Capybara CSSBuilder
- Implementation:Ollama Ollama Llama Context Header
- Implementation:Google deepmind Mujoco User Flexcomp Header
- Implementation:DistrictDataLabs Yellowbrick TSNEVisualizer
Heuristics
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
Environments
- Environment:Apache Airflow Database Backend Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Online ml River Build Toolchain