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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:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Togethercomputer Together python Fine Tuning
Principles
- Principle:SeldonIO Seldon core V2 Inference Protocol
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:Webdriverio Webdriverio BrowserStack Configuration
- Principle:FlowiseAI Flowise Dynamic Form Input
- Principle:Apache Spark Cluster Installation
- Principle:Promptfoo Promptfoo Provider Registry
- Principle:Truera Trulens Leaderboard Analysis
- Principle:Ggml org Llama cpp Multimodal Processing
- Principle:Apache Paimon Format Table
- Principle:Webdriverio Webdriverio BrowserStack API Endpoints
Implementations
- Implementation:Deepspeedai DeepSpeed LayerSpec Init
- Implementation:Datajuicer Data juicer SentenceAugmentationMapper
- Implementation:Risingwavelabs Risingwave Datagen Sink Interface
- Implementation:Avhz RustQuant Graphviz
- Implementation:Bentoml BentoML Framework Transformers
- Implementation:Scikit learn Scikit learn BernoulliRBM
- Implementation:Tensorflow Serving Tfrt Regressor
- Implementation:Farama Foundation Gymnasium NumpyToTorch
- Implementation:Farama Foundation Gymnasium DictInfoToList
- Implementation:Fede1024 Rust rdkafka FFI Error Helpers
Heuristics
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Kserve Kserve Multinode Replica Calculation
Environments
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Sail sg LongSpec Training Environment