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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:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Mistralai Client python Chat Completion
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Roboflow Rf detr ONNX Export
Principles
- Principle:Cohere ai Cohere python Tool Schema Definition
- Principle:CARLA simulator Carla Autopilot Mode
- Principle:NVIDIA NeMo Curator Semantic Deduplication for Video
- Principle:Getgauge Taiko Page Navigation
- Principle:Heibaiying BigData Notes Kafka Message Sending
- Principle:FlagOpen FlagEmbedding Matryoshka Reranking
- Principle:Huggingface Peft AdaLoRA Adaptive Rank
- Principle:Axolotl ai cloud Axolotl LoRA Adapter Injection
- Principle:SeldonIO Seldon core Tabular Data Query Filtering
- Principle:Tensorflow Tfjs Layer Wrapping
Implementations
- Implementation:Langchain ai Langchain AzureChatOpenAI
- Implementation:DistrictDataLabs Yellowbrick ClassificationReport Visualizer
- Implementation:Guardrails ai Guardrails Validator Validate
- Implementation:Google deepmind Dm control Header Parsing
- Implementation:NVIDIA NeMo Curator CaptionGenerationStage
- Implementation:Farama Foundation Gymnasium JaxToTorch
- Implementation:Run llama Llama index LLM Utils
- Implementation:Treeverse LakeFS Java SDK Model CustomViewer
- Implementation:Pyro ppl Pyro SoftLaplace
- Implementation:Unstructured IO Unstructured Golden File Fixtures Local
Heuristics
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Bentoml BentoML Platform Serving Caveats
Environments
- Environment:Sdv dev SDV Python Runtime
- Environment:Allenai Open instruct vLLM Inference
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Huggingface Trl Quantization Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Datahub project Datahub Python Ingestion
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies