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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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|---|---|---|
| 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:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:DevExpress Testcafe CI Integration
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:MaterializeInc Materialize Integration Test Development
Principles
- Principle:Mlc ai Web llm Chat Inference
- Principle:Ollama Ollama Sampling Strategy
- Principle:MaterializeInc Materialize Test Result Aggregation
- Principle:Pyro ppl Pyro Conditional Independence
- Principle:Apache Beam Job Preparation
- Principle:Tensorflow Serving REST Inference Execution
- Principle:Trailofbits Fickling ML Allowlist Unpickling
- Principle:Rapidsai Cuml Spectral Methods
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Mistralai Client python SDK Installation
Implementations
- Implementation:Run llama Llama index IndexStructType
- Implementation:FlagOpen FlagEmbedding Hn Mine Script
- Implementation:Teamcapybara Capybara Selector Filters Base
- Implementation:Langgenius Dify ORPC Client
- Implementation:Openai Openai python Shared Params Reasoning
- Implementation:Apache Druid WorkbenchHistory
- Implementation:Alibaba ROLL TrainingArguments
- Implementation:Evidentlyai Evidently Report Run
- Implementation:Huggingface Transformers Modular Model Detector
- Implementation:Puppeteer Puppeteer NgSchematics E2E
Heuristics
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:TobikoData Sqlmesh Execution Time Caching
Environments
- Environment:Huggingface Diffusers Attention Backends
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Apache Kafka JVM Runtime Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Cypress io Cypress Linux Display Server
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment