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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:Snorkel team Snorkel Slice Aware Training
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Alibaba MNN Model Conversion Pipeline
Principles
- Principle:LaurentMazare Tch rs Advantage Actor Critic
- Principle:OpenRLHF OpenRLHF Model Checkpointing
- Principle:Langchain ai Langchain Maximal Marginal Relevance
- Principle:Langchain ai Langchain Chat Model Initialization
- Principle:Astronomer Astronomer cosmos Project Path Configuration
- Principle:Lucidrains X transformers Variational Latent Language Modeling
- Principle:Ggml org Ggml BPE Tokenization
- Principle:OpenGVLab InternVL Segmentation Dataset Configuration
- Principle:Tensorflow Serving Retry With Backoff
- Principle:Langchain ai Langchain Distribution Building
Implementations
- Implementation:Google deepmind Mujoco User Composite
- Implementation:Bentoml BentoML Framework Transformers
- Implementation:Mage ai Mage ai Destination Process Record
- Implementation:Kornia Kornia Image Class
- Implementation:Google deepmind Mujoco User Flexcomp
- Implementation:Protectai Llm guard Vault
- Implementation:Haifengl Smile ICA
- Implementation:Mlc ai Mlc llm KV Cache
- Implementation:FlowiseAI Flowise CreateEditRoleDialog
- Implementation:Turboderp org Exllamav2 ExLlamaV2Module
Heuristics
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
Environments
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Vllm project Vllm GitHub
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Ollama Ollama Go Runtime
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Truera Trulens LangChain LangGraph Environment