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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:Explodinggradients Ragas RAG Evaluation
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Langchain ai Langchain Release Process
Principles
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:DistrictDataLabs Yellowbrick Knee Point Detection
- Principle:Openai Openai node Realtime Connection
- Principle:Protectai Llm guard PII Deanonymization
- Principle:Farama Foundation Gymnasium Array Backend Conversion
- Principle:Fede1024 Rust rdkafka Mock Cluster Creation
- Principle:MarketSquare Robotframework browser API Test Context Setup
- Principle:Openai Openai node Audio Translation
- Principle:Huggingface Optimum Activation Capture via Hooks
- Principle:Langgenius Dify Model Configuration
Implementations
- Implementation:Kserve Kserve InferenceGraph CRD Spec
- Implementation:Astronomer Astronomer cosmos SnowflakeEncryptedPrivateKeyFileProfileMapping
- Implementation:Zai org CogVideo LatentLPIPS
- Implementation:SeleniumHQ Selenium WebDriver Quit
- Implementation:NVIDIA TransformerEngine PyTorch Csrc Common Header
- Implementation:TobikoData Sqlmesh Graph Help
- Implementation:Vllm project Vllm CPU Types VXE
- Implementation:Isaac sim IsaacGymEnvs PBT Process Backend
- Implementation:Evidentlyai Evidently Legacy UI Config
- Implementation:Google deepmind Mujoco JAX Experimental XLA FFI
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
Environments
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Fastai Fastbook Jupyter Notebook Environment