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1,118
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:Togethercomputer Together python Chat Completion
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
Principles
- Principle:Marker Inc Korea AutoRAG Configuration Loading
- Principle:Huggingface Datatrove Pipeline Step Abstraction
- Principle:AUTOMATIC1111 Stable diffusion webui Fair Task Scheduling
- Principle:Cohere ai Cohere python Streaming Chat Request
- Principle:Duckdb Duckdb Lock Free Concurrency
- Principle:Langgenius Dify OAuthCallbackHandling
- Principle:Duckdb Duckdb PostgreSQL SQL Parsing
- Principle:Triton inference server Server Documentation Build
- Principle:Dotnet Machinelearning Sweepable Pipeline Definition
- Principle:Datahub project Datahub Metadata Object Construction
Implementations
- Implementation:Openai Openai python Response Reasoning Item Param
- Implementation:TobikoData Sqlmesh Editor Hooks
- Implementation:Dagster io Dagster OpenAI Resource Wrapper
- Implementation:Langgenius Dify UninstallPlugin
- Implementation:Apache Kafka KafkaAdminClient IncrementalAlterConfigs
- Implementation:Sgl project Sglang CPU Normalization
- Implementation:Microsoft Agent framework Content To Function Approval Response
- Implementation:Open compass VLMEvalKit ChartMimic Chart Type Evaluator
- Implementation:NVIDIA NeMo Curator CommonCrawl URLGenerator
- Implementation:Mlflow Mlflow Load Prompt
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
Environments
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Google deepmind Mujoco C Build Environment
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Vllm project Vllm Intel XPU
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment