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1,118
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:Huggingface Open r1 SFT Distillation
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Langchain ai Langchain Release Process
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Onnx Onnx Model Creation
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
Principles
- Principle:Princeton nlp Tree of thought llm Task Instantiation
- Principle:Mlflow Mlflow API Compatibility Checking
- Principle:Intel Ipex llm DPO Data Preparation
- Principle:MaterializeInc Materialize Dbt Profile Configuration
- Principle:FlagOpen FlagEmbedding Auto Reranker Loading
- Principle:Langchain ai Langchain Tool Binding
- Principle:Allenai Open instruct SFT Data Processing
- Principle:LaurentMazare Tch rs Sequential Model Definition
- Principle:Groq Groq python Audio File Preparation
- Principle:Elevenlabs Elevenlabs python Realtime Speech to Text
Implementations
- Implementation:Avhz RustQuant ExtendedVasicek
- Implementation:PrefectHQ Prefect Concurrency Context Manager
- Implementation:Nightwatchjs Nightwatch Custom Command Interface
- Implementation:Openai Openai node ChatKit Sessions
- Implementation:Open compass VLMEvalKit VLMsAreBiased Utils
- Implementation:Microsoft Autogen Studio Elicitation Dialog
- Implementation:Unslothai Unsloth GEMM Kernel Tuning
- Implementation:Googleapis Python genai Sphinx BaseStemmer
- Implementation:Groq Groq python Batches Create
- Implementation:DataTalksClub Data engineering zoomcamp Kestra SQL Merge
Heuristics
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
Environments
- Environment:Unslothai Unsloth Python Transformers
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database