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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:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Neuml Txtai Semantic Search
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Tensorflow Serving REST API Inference
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Cohere ai Cohere python Text Embedding
Principles
- Principle:Sdv dev SDV Multi Table Model Fitting
- Principle:Mage ai Mage ai Parallel Sink Draining
- Principle:Infiniflow Ragflow Search Configuration
- Principle:Heibaiying BigData Notes HBase Data Reading
- Principle:CarperAI Trlx Distributed Logging
- Principle:Scikit learn contrib Imbalanced learn Balanced Random Forest
- Principle:Nautechsystems Nautilus trader Order Position Event Handling
- Principle:Pytorch Serve API Integration Testing
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
- Principle:Microsoft Semantic kernel Process Control Flow
Implementations
- Implementation:FlagOpen FlagEmbedding BGE Coder Utils
- Implementation:LMCache LMCache SageMaker HyperPod Connector
- Implementation:Teamcapybara Capybara RackTest Browser
- Implementation:Heibaiying BigData Notes WordCountDataUtils GenerateDataToHDFS
- Implementation:FlagOpen FlagEmbedding BGE Finetune Modeling
- Implementation:Mage ai Mage ai Mode Streams
- Implementation:Open compass VLMEvalKit Load Env
- Implementation:TobikoData Sqlmesh NotificationCenter
- Implementation:BerriAI Litellm RAG Types
- Implementation:Apache Spark Docker Image Tool
Heuristics
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
Environments
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Sktime Pytorch forecasting Core Python Dependencies