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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:Huggingface Datatrove Synthetic Data Generation
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Mage ai Mage ai Building a New Destination Connector
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
Principles
- Principle:Duckdb Duckdb String Formatting
- Principle:PrefectHQ Prefect AI Approval Gate
- Principle:Astronomer Astronomer cosmos Dbt Documentation Generation
- Principle:Iamhankai Forest of Thought CGDM Answer Selection
- Principle:Vllm project Vllm OpenAI Client Integration
- Principle:Huggingface Diffusers LoRA Adapter Injection
- Principle:Pyro ppl Pyro MCMC Convergence Diagnostics
- Principle:BerriAI Litellm Callback Registration
- Principle:Haosulab ManiSkill Tensor RNG Reward Primitives
- Principle:Huggingface Trl PPO Trainer Initialization
Implementations
- Implementation:OpenGVLab InternVL Optimizer Builder
- Implementation:Explodinggradients Ragas SemanticSimilarity Metric
- Implementation:Kubeflow Kubeflow Slack Working Group Engagement
- Implementation:SeleniumHQ Selenium HasCapabilities
- Implementation:SeleniumHQ Selenium Closure Testing Mock
- Implementation:Google deepmind Mujoco Engine Util Misc Header
- Implementation:Neuml Txtai Embeddings Init
- Implementation:Ggml org Llama cpp Convert Llama2c To GGML
- Implementation:Apache Shardingsphere RuleItemConfigurationChangedProcessor SPI
- Implementation:Duckdb Duckdb Mbedtls AES
Heuristics
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
Environments
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:HKUDS AI Trader API Credentials
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Openai Openai agents python LiteLLM Dependencies