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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:Helicone Helicone LLM Request Proxy Logging
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Openai Openai python Embeddings Generation
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
Principles
- Principle:Recommenders team Recommenders Chronological Data Splitting
- Principle:Nightwatchjs Nightwatch Writing Test Cases
- Principle:Protectai Llm guard Input Scanner Interface
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Apache Kafka JIRA Reference Standardization
- Principle:MarketSquare Robotframework browser Navigation Aware Waiting
- Principle:AUTOMATIC1111 Stable diffusion webui Job Management
- Principle:Interpretml Interpret EBM JSON Deserialization
- Principle:Tencent Ncnn Face Alignment And Recognition
- Principle:Huggingface Datasets PDF Feature Handling
Implementations
- Implementation:Iterative Dvc Collect Plot Definitions
- Implementation:VainF Torch Pruning Measure Latency
- Implementation:VainF Torch Pruning Node
- Implementation:Microsoft Playwright APIResponse Methods
- Implementation:Kserve Kserve LLM Inference Scheduler
- Implementation:ARISE Initiative Robosuite WipeArena
- Implementation:Microsoft Onnxruntime OnnxSphinx
- Implementation:CARLA simulator Carla Enable UE4 Macros
- Implementation:Mlc ai Web llm Response Format
- Implementation:LMCache LMCache Controller Utils
Heuristics
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
Environments
- Environment:Snorkel team Snorkel PySpark
- Environment:Kserve Kserve Cert Manager
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Openai Openai node WebSocket Dependency
- Environment:Google deepmind Dm control Python MuJoCo Runtime