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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:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Protectai Modelscan Custom Scanner Plugin
Principles
- Principle:Nightwatchjs Nightwatch Page Commands
- Principle:Anthropics Anthropic sdk python Message Request Construction
- Principle:Triton inference server Server Server Utilities
- Principle:Truera Trulens LangGraph Agent Wrapping
- Principle:Apache Airflow Provider Release Process
- Principle:Fede1024 Rust rdkafka Custom Client Context
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:FMInference FlexLLMGen Execution Environment Initialization
- Principle:Predibase Lorax Continuous Batching Inference
- Principle:Online ml River Time Series Evaluation
Implementations
- Implementation:Apache Airflow Lifecycle Listener Spec
- Implementation:Tensorflow Serving Tfrt Multi Inference Test
- Implementation:InternLM Lmdeploy Gemm KernelImplSm90
- Implementation:Openai CLIP Transform
- Implementation:Lance format Lance LegacyBlobEncoding
- Implementation:Scikit learn Scikit learn GaussianMixture
- Implementation:Neuml Txtai Llama Vectors
- Implementation:Openclaw Openclaw StartGatewayServer
- Implementation:Mage ai Mage ai Destination Emit State
- Implementation:Apache Dolphinscheduler FailoverCoordinator WorkerFailover
Heuristics
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Apache Spark JDK Build Environment