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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:Wandb Weave Evaluation Pipeline
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
Principles
- Principle:Marker Inc Korea AutoRAG Configuration Validation
- Principle:AnswerDotAI RAGatouille Document Reranking
- Principle:Facebookresearch Audiocraft Sample Management
- Principle:FMInference FlexLLMGen Transformers Package Build
- Principle:Alibaba ROLL Preference Dataset Preparation
- Principle:Rapidsai Cuml Clustering Evaluation
- Principle:DistrictDataLabs Yellowbrick Discrimination Threshold Analysis
- Principle:Google deepmind Dm control Game Rules Configuration
- Principle:Alibaba MNN Thread Local Execution Scope
- Principle:CARLA simulator Carla Playback Speed Control
Implementations
- Implementation:Ucbepic Docetl Directive ChangeModelCost
- Implementation:Ollama Ollama Llama Context
- Implementation:Gretelai Gretel synthetics DataFrameBatch Batches To Df
- Implementation:Allenai Open instruct Push Folder To Hub
- Implementation:Huggingface Datatrove BaseInferenceServer
- Implementation:Evidentlyai Evidently Column Metric Generator
- Implementation:HKUDS AI Trader STOP SIGNAL Check
- Implementation:Teamcapybara Capybara Server Middleware
- Implementation:FlagOpen FlagEmbedding MiniCPM Reranker Config
- Implementation:LaurentMazare Tch rs DDPG Agent
Heuristics
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
Environments
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Langgenius Dify Python Backend Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Microsoft Agent framework Core Package Dependencies