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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:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
Principles
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Tencent Ncnn Keypoint Pose Estimation
- Principle:Huggingface Datatrove Data Reading Framework
- Principle:Nightwatchjs Nightwatch Client Configuration
- Principle:Huggingface Datasets Extension Module Mapping
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
- Principle:SqueezeAILab ETS Reward Model Serving
- Principle:DevExpress Testcafe Page Object Model
- Principle:EvolvingLMMs Lab Lmms eval Job Submission
- Principle:SeleniumHQ Selenium CDP Session Management
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
- Implementation:Microsoft Playwright CssTokenizer
- Implementation:InternLM Lmdeploy Context
- Implementation:Huggingface Datatrove ContextShuffler
- Implementation:Huggingface Datasets Xml Builder
- Implementation:Online ml River TimeSeries Forecaster Base
- Implementation:Sdv dev SDV BaseConstraint Is Valid
- Implementation:Neuml Txtai Embeddings Index For RAG
- Implementation:DevExpress Testcafe TestRunTracker
- Implementation:Iterative Dvc Utils Threadpool
Heuristics
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Cypress io Cypress V8 Snapshot Memory
Environments
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Apache Spark Python Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Vllm project Vllm CUDA
- Environment:Ray project Ray CI Build Matrix Environment