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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:Langfuse Langfuse Prompt management lifecycle
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Langchain ai Langgraph ReAct Agent Creation
Principles
- Principle:CrewAIInc CrewAI Knowledge Source Selection
- Principle:Mlflow Mlflow Trace Destination Configuration
- Principle:Apache Dolphinscheduler Synchronous RPC Execution
- Principle:Mistralai Client python Azure Chat Completion
- Principle:Pyro ppl Pyro State Space Models
- Principle:Neuml Txtai Keyword Scoring
- Principle:Scikit learn contrib Imbalanced learn Benchmark Dataset Loading
- Principle:Huggingface Datatrove MinHash Signature Computation
- Principle:Openai Openai python Audio Translation
- Principle:Microsoft Semantic kernel Vector Store Data Model
Implementations
- Implementation:LMCache LMCache SageMaker HyperPod Adapter
- Implementation:Openai Openai agents python ShellTool Pattern
- Implementation:Langfuse Langfuse CreatePrompt
- Implementation:EvolvingLMMs Lab Lmms eval GEdit Bench YAML Config
- Implementation:Scikit learn Scikit learn SpectralBiclustering
- Implementation:Huggingface Diffusers Generate Model Tests
- Implementation:Allenai Open instruct AutoModelForSequenceClassification From Pretrained
- Implementation:Tensorflow Serving ServerCore Create And ReloadConfig
- Implementation:TobikoData Sqlmesh Common Input
- Implementation:DevExpress Testcafe Runner Run
Heuristics
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
Environments
- Environment:Ucbepic Docetl Python Runtime
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA