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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:Ucbepic Docetl Pipeline Optimization
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Groq Groq python Chat Completion
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Speechbrain Speechbrain Speech Separation Training
Principles
- Principle:Online ml River Rust Performance Acceleration
- Principle:Astronomer Astronomer cosmos DAG Rendering
- Principle:Openai Whisper Cross Attention Alignment
- Principle:PrefectHQ Prefect Human Approval Gate
- Principle:Speechbrain Speechbrain Sound Classification Training
- Principle:SeldonIO Seldon core Explainer Base Model Deployment
- Principle:Dagster io Dagster Custom Resource Pattern
- Principle:Confident ai Deepeval Component Instrumentation
- Principle:ClickHouse ClickHouse Streaming JSON Tokenization
- Principle:Ollama Ollama GGUF Model Conversion Qwen25Vl
Implementations
- Implementation:Intel Ipex llm Model Generate PP
- Implementation:NVIDIA DALI Wds2idx
- Implementation:Langfuse Langfuse Redis Client
- Implementation:Scikit learn contrib Imbalanced learn ADASYN
- Implementation:Infiniflow Ragflow McpServerService
- Implementation:Neuml Txtai TFIDF Scoring
- Implementation:SeleniumHQ Selenium HasLaunchApp
- Implementation:Online ml River Imblearn HardSampling
- Implementation:Open compass VLMEvalKit TeleMM2 Wrapper
- Implementation:Lance format Lance Java CreateIndexOp
Heuristics
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
Environments
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Intel Ipex llm NPU Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Dagster io Dagster PostgreSQL Storage