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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:Online ml River Online Clustering
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:OpenRLHF OpenRLHF Reward Model Training
Principles
- Principle:Sdv dev SDV Cardinality Analysis
- Principle:CARLA simulator Carla NPC Vehicle Configuration
- Principle:Axolotl ai cloud Axolotl LoRA Adapter Injection
- Principle:BerriAI Litellm Server Startup
- Principle:Huggingface Diffusers DreamBooth Dataset
- Principle:Cypress io Cypress CI Binary Installation
- Principle:Fastai Fastbook Latent Factor Model
- Principle:Langchain ai Langgraph Checkpoint Encryption
- Principle:Ggml org Ggml Quantized Matrix Multiplication
- Principle:Tensorflow Serving Version Promotion And Rollback
Implementations
- Implementation:Bentoml BentoML OTLPMonitor
- Implementation:Haosulab ManiSkill ActionRepeatWrapper
- Implementation:Microsoft Onnxruntime Numpy Output Extraction
- Implementation:Treeverse LakeFS Java SDK Model HookRunList
- Implementation:Wandb Weave WeaveClient Create Call
- Implementation:MarketSquare Robotframework browser Github Release Workflow
- Implementation:Unstructured IO Unstructured Example Docs Fixture
- Implementation:Dotnet Machinelearning Binary Classification Trainers
- Implementation:Online ml River Datasets AirlinePassengers
- Implementation:ARISE Initiative Robosuite WheeledRobot
Heuristics
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
Environments
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Cypress io Cypress Node Runtime Environment