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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:Zai org CogVideo SAT Video Generation
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Evidentlyai Evidently ML Model Quality Report
Principles
- Principle:TA Lib Ta lib python Installation Verification
- Principle:OpenGVLab InternVL Segmentation Dataset Configuration
- Principle:Eventual Inc Daft Column Input Normalization
- Principle:Apache Beam Heartbeat and Refresh
- Principle:Google research Deduplicate text datasets TFDS Deduplication Application
- Principle:Protectai Llm guard Regex Pattern Matching
- Principle:Datahub project Datahub Action Pipeline Configuration
- Principle:OpenGVLab InternVL Flash Attention Patching
- Principle:Microsoft LoRA GLUE Data Download
- Principle:Huggingface Alignment handbook Model Saving and Publishing
Implementations
- Implementation:CrewAIInc CrewAI RAG Base Chunker
- Implementation:Scikit learn Scikit learn Permutation Importance
- Implementation:Hiyouga LLaMA Factory Data Formatter
- Implementation:Infiniflow Ragflow MetadataManageValuesModal Component
- Implementation:PacktPublishing LLM Engineers Handbook HfApi Model Info
- Implementation:Ggml org Llama cpp RPC Server
- Implementation:Mit han lab Llm awq InternVL Benchmark
- Implementation:Predibase Lorax Flash Gemma2 Modeling
- Implementation:Lance format Lance JNI Transaction
- Implementation:Tensorflow Serving Resnet K8s Manifest
Heuristics
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Apache Beam Lock Contention Batching
Environments
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Guardrails ai Guardrails Docker Server Runtime