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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:Getgauge Taiko Headless Browser Testing
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
Principles
- Principle:Ollama Ollama GGUF Model Conversion Mistral Causal
- Principle:Protectai Llm guard Input Scanner Factory Pattern
- Principle:Datajuicer Data juicer Column Wise Distribution Analysis
- Principle:Fastai Fastbook Activation Functions
- Principle:Huggingface Open r1 Synthetic Data Generation
- Principle:PacktPublishing LLM Engineers Handbook Document Persistence
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding creation
- Principle:Alibaba MNN Input Preprocessing
- Principle:TobikoData Sqlmesh Environment Listing And Inspection
- Principle:Huggingface Datasets Streaming Skip
Implementations
- Implementation:Infiniflow Ragflow Document Util
- Implementation:Puppeteer Puppeteer Cdp Frame
- Implementation:Microsoft Autogen SchemaManager
- Implementation:TobikoData Sqlmesh LoadingIcon
- Implementation:Vllm project Vllm RequestOutput LoRA Access
- Implementation:Apache Druid ExpressionEditorDialog
- Implementation:Mlflow Mlflow Prompt Version Entity
- Implementation:Farama Foundation Gymnasium GAE Computation
- Implementation:SeleniumHQ Selenium Civetweb API
- Implementation:Apache Kafka KafkaAdminClient CreateTopics
Heuristics
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
Environments
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Huggingface Datasets Search Dependencies
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Haosulab ManiSkill Motion Planning Deps