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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:Guardrails ai Guardrails Structured Data Generation
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Neuml Txtai Semantic Search
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:NVIDIA DALI Video Processing Pipeline
Principles
- Principle:Cohere ai Cohere python Bedrock Client Initialization
- Principle:Apache Airflow RC Verification
- Principle:ChenghaoMou Text dedup False Positive Verification MinHash
- Principle:Scikit learn Scikit learn Manifold Learning
- Principle:LMCache LMCache CacheBlend Connector Initialization
- Principle:Spotify Luigi Dependency Chaining
- Principle:DataTalksClub Data engineering zoomcamp Dbt Staging Layer
- Principle:LaurentMazare Tch rs JIT Forward Pass
- Principle:Pytorch Serve Inference Handler Development
- Principle:Mlc ai Mlc llm Chat Completion Interface
Implementations
- Implementation:Google deepmind Mujoco MJWarp Collision Convex
- Implementation:CARLA simulator Carla Buffer
- Implementation:Eventual Inc Daft DataFrame Where
- Implementation:Openai Whisper Transcribe
- Implementation:Apache Shardingsphere ClusterMetaDataManagerPersistService AlterRuleConfiguration
- Implementation:SeldonIO Seldon core Seldon Model Infer
- Implementation:Treeverse LakeFS Java SDK PullsApi
- Implementation:Ollama Ollama Convert Mistral Causal
- Implementation:Openai Openai node Zod String Parser
- Implementation:Getgauge Taiko Gauge Init
Heuristics
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
Environments
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Apache Airflow Docker Container Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Apache Spark Kubernetes Runtime
- Environment:Datajuicer Data juicer GPU CUDA Environment