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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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|---|---|---|
| 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:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
Principles
- Principle:Mbzuai oryx Awesome LLM Post training Keyword Data Loading
- Principle:Duckdb Duckdb Lock Free Concurrency
- Principle:Openai Evals Eval Registration
- Principle:Langfuse Langfuse S3 Payload Upload
- Principle:Langchain ai Langgraph Tool Definition
- Principle:Eventual Inc Daft Struct And List Access
- Principle:Dotnet Machinelearning Segment Encoding Optimization
- Principle:Huggingface Datasets Distributed Dataset Splitting
- Principle:Alibaba ROLL LoRA Parameter Optimization
- Principle:Zai org CogVideo Training Configuration
Implementations
- Implementation:Treeverse LakeFS Java SDK Model FindMergeBaseResult
- Implementation:Webdriverio Webdriverio Cloud Capabilities Config
- Implementation:Ollama Ollama Tools Parser
- Implementation:Sgl project Sglang SM90 MMA Mixed Input
- Implementation:Treeverse LakeFS MergeIntoBranch With Hooks
- Implementation:ClickHouse ClickHouse Test Blacklist Reference Comparison
- Implementation:Google deepmind Mujoco Platform Interaction Header
- Implementation:Facebookresearch Audiocraft AudioGen get pretrained
- Implementation:Predibase Lorax GPTQ Utils Quant Linear
- Implementation:Alibaba MNN ExecutorScope
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Apache Airflow DAG Complexity Reduction
Environments
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment