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Principles
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Implementations
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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:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Openai Openai python Chat Completion
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Openai CLIP Prompt engineered classification
Principles
- Principle:Pyro ppl Pyro Neural Module Registration
- Principle:Huggingface Transformers Device Mesh Topology
- Principle:Mlfoundations Open flamingo Optimizer And Scheduler Configuration
- Principle:Guardrails ai Guardrails Guard Validator Composition
- Principle:Pyro ppl Pyro Autoregressive Networks
- Principle:Mlflow Mlflow Database Schema Management
- Principle:Interpretml Interpret Global Explanation Generation
- Principle:Elevenlabs Elevenlabs python Voice Cloning
- Principle:VainF Torch Pruning Magnitude Importance
- Principle:Ggml org Llama cpp Partial JSON Healing
Implementations
- Implementation:DataTalksClub Data engineering zoomcamp Java Ride Data Model
- Implementation:Microsoft Playwright FfExecutionContext
- Implementation:Microsoft DeepSpeedExamples VisProjection
- Implementation:Datahub project Datahub RequiresMutable
- Implementation:Dotnet Machinelearning FastTree LambdaMART Derivatives
- Implementation:Sgl project Sglang CI Permissions Config
- Implementation:Mit han lab Llm awq VILA15 Demo
- Implementation:Apache Flink SplitFetcherTask
- Implementation:Risingwavelabs Risingwave SourceHandler Interface
- Implementation:Deepspeedai DeepSpeed XPU Adagrad
Heuristics
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
Environments
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime