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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:Mlc ai Web llm Web Worker Deployment
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Dotnet Machinelearning AutoML Experiment
Principles
- Principle:Alibaba ROLL SFT Dataset Preparation
- Principle:Huggingface Datatrove Context Window Shuffling
- Principle:Sgl project Sglang Generation Function Definition
- Principle:Run llama Llama index Finetuned Embedding Loading
- Principle:Apache Kafka Topic Configuration Alteration
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
- Principle:Huggingface Transformers Quantized Inference
- Principle:Pyro ppl Pyro SVI Training Loop
- Principle:Togethercomputer Together python Chat Completion Response
- Principle:Duckdb Duckdb PostgreSQL SQL Parsing
Implementations
- Implementation:Treeverse LakeFS Java SDK Model ImportCreation
- Implementation:FMInference FlexLLMGen HF OPT Benchmark Runner
- Implementation:Risingwavelabs Risingwave Deserializer Interface
- Implementation:Datajuicer Data juicer DatasetBuilder Load Dataset
- Implementation:Infiniflow Ragflow LayoutRecognizeFormField Component
- Implementation:Google deepmind Mujoco JAX Experimental XLA FFI
- Implementation:CARLA simulator Carla Show Crosswalks Tool
- Implementation:BerriAI Litellm Endpoint Factory
- Implementation:Microsoft LoRA GPT2LMModel Config
- Implementation:Sgl project Sglang CoT Decoding
Heuristics
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Openai Openai python Timeout Connection Defaults
Environments
- Environment:Apache Kafka Gradle Build Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Vllm project Vllm NVIDIA CUDA