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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:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Neuml Txtai Model Training
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
Principles
- Principle:Confident ai Deepeval Test Case Construction
- Principle:Deepseek ai Janus Conversation Formatting
- Principle:NVIDIA NeMo Curator Video Ingestion
- Principle:Hiyouga LLaMA Factory Dataset Format Conversion
- Principle:Haosulab ManiSkill Robot Agent Definition
- Principle:Apache Paimon Blob Descriptor Construction
- Principle:PacktPublishing LLM Engineers Handbook Supervised Finetuning
- Principle:Microsoft Playwright Configure Recording Context
- Principle:Lucidrains X transformers GPT Variational Autoencoder
- Principle:Microsoft Playwright Inject Browser API Mocks
Implementations
- Implementation:Ollama Ollama Llama Json Schema To Grammar
- Implementation:CrewAIInc CrewAI Databricks Query Tool
- Implementation:Ggml org Ggml Sam image preprocess
- Implementation:Facebookresearch Audiocraft RotaryEmbedding
- Implementation:Apache Flink SplitReader
- Implementation:Microsoft Autogen Studio Generate Image Tool
- Implementation:CARLA simulator Carla Client Set Replayer Time Factor
- Implementation:Ggml org Llama cpp Preset Header
- Implementation:ClickHouse ClickHouse SSLManager InitializeServer
- Implementation:Open compass VLMEvalKit Check Command
Heuristics
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Apache Druid Auto Granularity Selection
Environments
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Langgenius Dify Vector Database Environment
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Apache Paimon Python Core Runtime