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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:Speechbrain Speechbrain CTC ASR Training
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Iterative Dvc Data Tracking
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Wandb Weave Tracing Setup
- Workflow:Getgauge Taiko Gauge Integration Testing
Principles
- Principle:Speechbrain Speechbrain Speaker Diarization Pipeline
- Principle:Openai Openai agents python Tool Input Guardrail Definition
- Principle:Pytorch Serve API Integration Testing
- Principle:Norrrrrrr lyn WAInjectBench LLaVA Model Initialization
- Principle:Microsoft Playwright Test File Creation
- Principle:Ggml org Llama cpp Inference Context Creation
- Principle:Sdv dev SDV Local Data IO
- Principle:OpenRLHF OpenRLHF Model Checkpointing
- Principle:Online ml River Streaming Data Loading
- Principle:Treeverse LakeFS Hook Guarded Merge
Implementations
- Implementation:Mlc ai Web llm Cosine Similarity Vector Store
- Implementation:Heibaiying BigData Notes TopologyBuilder Usage
- Implementation:Tencent Ncnn YOLACT Example
- Implementation:DataTalksClub Data engineering zoomcamp PySpark Kafka ReadStream
- Implementation:MaterializeInc Materialize Composition Up Override
- Implementation:SeleniumHQ Selenium Closure UI Menu
- Implementation:Haosulab ManiSkill Link
- Implementation:Kubeflow Pipelines Application CRD
- Implementation:Openai Openai agents python Runner Run Streamed
- Implementation:LMCache LMCache LMCacheControllerManager Init
Heuristics
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
Environments
- Environment:Openai Openai python Realtime WebSocket
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Bentoml BentoML Triton Inference Server
- Environment:DevExpress Testcafe Node Runtime
- Environment:Apache Airflow Development Contributor Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:NVIDIA DALI CMake Build Environment