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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:Kserve Kserve LLM Disaggregated Serving
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
Principles
- Principle:FMInference FlexLLMGen BFloat16 Mixed Precision Optimization
- Principle:Huggingface Datatrove Unigram Log Probability Filtering
- Principle:Dagster io Dagster Component Based Definitions
- Principle:Tensorflow Serving Hashmap Servable
- Principle:OWASP Www project top 10 for large language model applications Assessment Report Generation
- Principle:CrewAIInc CrewAI Hierarchical Crew Assembly
- Principle:Kornia Kornia Grayscale Conversion
- Principle:Langfuse Langfuse Prompt Retrieval and Resolution
- Principle:ARISE Initiative Robosuite Joint Position Control
- Principle:Openclaw Openclaw Deployment Health Verification
Implementations
- Implementation:DevExpress Testcafe RunnerAPI TypeDefs
- Implementation:Bentoml BentoML Serde Framework
- Implementation:Evidentlyai Evidently Legacy Text Part Feature
- Implementation:LLMBook zh LLMBook zh github io Get Data DPO
- Implementation:CARLA simulator Carla Navigation Interface
- Implementation:Ggml org Llama cpp Build XCFramework
- Implementation:MaterializeInc Materialize Get Minor Versions
- Implementation:BerriAI Litellm Lowest TPM RPM Strategy
- Implementation:CarperAI Trlx Trlx Train Offline
- Implementation:Scikit learn Scikit learn TargetEncoder
Heuristics
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
Environments
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Vllm project Vllm Python Dependencies
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Mlc ai Web llm Chrome Extension Manifest V3