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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:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Mlc ai Web llm Text Embeddings And RAG
Principles
- Principle:PacktPublishing LLM Engineers Handbook LLM As Judge Evaluation
- Principle:Dagster io Dagster Dbt Asset Translation
- Principle:Apache Beam Artifact Staging
- Principle:OWASP Www project top 10 for large language model applications Red Team Environment Preparation
- Principle:Openai Openai python Chat Response Processing
- Principle:Microsoft Agent framework Tool Approval Configuration
- Principle:Datajuicer Data juicer Column Wise Distribution Analysis
- Principle:Apache Kafka Remote Push
- Principle:Apache Shardingsphere Versioned Change Persistence
- Principle:Dotnet Machinelearning Alias Method Sampling
Implementations
- Implementation:Teamcapybara Capybara Node Actions Attach File
- Implementation:Spcl Graph of thoughts SortingPrompter
- Implementation:Elevenlabs Elevenlabs python CustomLlm
- Implementation:Evidentlyai Evidently Legacy Color Options
- Implementation:Online ml River Base Regressor
- Implementation:Trailofbits Fickling Create Malicious Dataset
- Implementation:Microsoft Onnxruntime Ort Tensor Nodejs
- Implementation:Langgenius Dify I18n Translation Data
- Implementation:Ucbepic Docetl Directive MapReduceFusion
- Implementation:Run llama Llama index RankGPTRerank
Heuristics
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Langchain ai Langgraph Stream Mode Selection
Environments
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Openai Evals Optional Provider APIs
- Environment:Intel Ipex llm NPU Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment