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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:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Teamcapybara Capybara Element Finding And Interaction
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Openai Openai python Chat Completion
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Openai Openai agents python Multi Agent Handoff
Principles
- Principle:Mit han lab Llm awq Vision Language Projection
- Principle:Huggingface Diffusers Conditioning Image Preparation
- Principle:Neuml Txtai Interactive Console
- Principle:Openai Openai node Server To Client Stream Proxying
- Principle:Duckdb Duckdb C API Header Generation
- Principle:Spcl Graph of thoughts LLM Response Parsing
- Principle:Arize ai Phoenix Evaluator Design
- Principle:Deepseek ai Janus Input Tokenization and Batching
- Principle:Apache Flink File Source Object Pooling and Record Wrapping
- Principle:Testtimescaling Testtimescaling github io Paper Relevance Assessment
Implementations
- Implementation:FlagOpen FlagEmbedding BGE VL Flag Dataset
- Implementation:Langfuse Langfuse API Commons Schema
- Implementation:InternLM Lmdeploy Gemm ThreadGroupMap
- Implementation:Pytorch Serve Diffusion Fast Handler
- Implementation:CARLA simulator Carla Extract Spawn Points Tool
- Implementation:Sktime Pytorch forecasting NHiTS Sub Modules
- Implementation:Open compass VLMEvalKit MUGUWrapper
- Implementation:Apache Paimon PaimonVirtualFileSystem
- Implementation:Elevenlabs Elevenlabs python DefaultAudioInterface
- Implementation:Tensorflow Serving Simple Loader Test
Heuristics
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
Environments
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Openai Evals OpenAI API Configuration
- Environment:DevExpress Testcafe Node Runtime
- Environment:Microsoft Agent framework API Credentials
- Environment:Sail sg LongSpec Inference Environment
- Environment:Sgl project Sglang CPU Runtime
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Iterative Dvc Git SCM Environment