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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:BerriAI Litellm Observability Integration
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Microsoft Autogen Swarm Agent Handoff
Principles
- Principle:DistrictDataLabs Yellowbrick Discrimination Threshold Analysis
- Principle:LaurentMazare Tch rs LLM Weight Conversion
- Principle:VainF Torch Pruning Magnitude Importance
- Principle:TA Lib Ta lib python Stream Validation
- Principle:Apache Flink Split Based Record Reading
- Principle:Langchain ai Langchain Response Parsing
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:CrewAIInc CrewAI Task Replay
- Principle:ARISE Initiative Robosuite Manipulation Task Design
- Principle:Microsoft Playwright Project Initialization
Implementations
- Implementation:Ggml org Llama cpp Adapter Header
- Implementation:Pola rs Polars Upsample and Interpolate
- Implementation:Astronomer Astronomer cosmos VerticaUserPasswordProfileMapping
- Implementation:Apache Druid MaxTasksButton
- Implementation:Apache Paimon IndexedSplit Result Retrieval
- Implementation:Duckdb Duckdb Extension Promote Nightly
- Implementation:Ollama Ollama Imagegen Flux2 RoPE
- Implementation:Ggml org Llama cpp Draft Model Init
- Implementation:Microsoft Semantic kernel InMemoryVectorStore
- Implementation:Open compass VLMEvalKit Infer Data Job
Heuristics
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
Environments
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Vllm project Vllm CUDA Hopper
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime