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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:Mlc ai Web llm Web Worker Deployment
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
Principles
- Principle:Haosulab ManiSkill RL Evaluation Checkpointing
- Principle:Ray project Ray Release Validation Testing
- Principle:Apache Dolphinscheduler Workflow Triggering
- Principle:Facebookresearch Audiocraft Language Model Export
- Principle:NVIDIA NeMo Aligner SteerLM Training
- Principle:Microsoft Agent framework YAML Agent Loading
- Principle:Cypress io Cypress System Test Validation
- Principle:Spotify Luigi Database Data Loading
- Principle:Huggingface Trl PEFT LoRA Configuration SFT
- Principle:Tensorflow Serving Loader Abstraction
Implementations
- Implementation:ARISE Initiative Robosuite Demo Sensor Corruption
- Implementation:Facebookresearch Audiocraft Evaluation Metrics
- Implementation:Triton inference server Server GenQaDynaSequenceImplicitModels
- Implementation:Infiniflow Ragflow Parser Chunk Methods
- Implementation:Microsoft DeepSpeedExamples Net DeepSpeed
- Implementation:Guardrails ai Guardrails Schema Parser
- Implementation:Alibaba MNN PyMNN Module Forward
- Implementation:Scikit learn Scikit learn AgglomerativeClustering
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda Ride Model
- Implementation:Microsoft Playwright BidiPdf
Heuristics
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
Environments
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Spotify Luigi Tornado Web Server