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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:TA Lib Ta lib python Abstract API Usage
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Langchain ai Langgraph Building a Stateful Graph
Principles
- Principle:Scikit learn Scikit learn Cluster Evaluation
- Principle:Online ml River Pipeline Transformers
- Principle:Alibaba ROLL Knowledge Distillation Configuration
- Principle:Junyanz Pytorch CycleGAN and pix2pix Conditional Image Translation
- Principle:Datajuicer Data juicer Dataset Loading
- Principle:Huggingface Datasets Streaming Map Transform
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Configuration
- Principle:Lm sys FastChat Conversation Preprocessing
- Principle:Apache Airflow Post Release Activities
- Principle:Nightwatchjs Nightwatch Browser Command Execution
Implementations
- Implementation:CrewAIInc CrewAI Delegation Tools
- Implementation:Apache Flink SingleThreadMultiplexSourceReaderBase
- Implementation:Evidentlyai Evidently Legacy Words Feature
- Implementation:Facebookresearch Habitat lab PPOTrainer eval checkpoint
- Implementation:Kornia Kornia Mean Average Precision
- Implementation:Triton inference server Server L0 Cmdline Trace Test
- Implementation:Recommenders team Recommenders Get Mind Data Set
- Implementation:ContextualAI HALOs Alignment Trainers
- Implementation:Pyro ppl Pyro Autoname Scoping
- Implementation:Ucbepic Docetl ChatRoute
Heuristics
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
Environments
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Iterative Dvc Python Runtime
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Vllm project Vllm Benchmarks
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention