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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:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Huggingface Diffusers Text to Image Inference
Principles
- Principle:Mlc ai Web llm Cosine Similarity Search
- Principle:Huggingface Datasets JSON Dataset Building
- Principle:Huggingface Datasets Spark Dataset Building
- Principle:Mlc ai Web llm Web Worker Engine Handler
- Principle:Explodinggradients Ragas Metric Baseline Correlation
- Principle:Anthropics Anthropic sdk python Streaming Thinking Content
- Principle:Apache Airflow Database Backend Configuration
- Principle:Openai Openai node Fine Tuning Job Creation
- Principle:Pyro ppl Pyro No U Turn Sampling
- Principle:Volcengine Verl VLM Actor Forward
Implementations
- Implementation:Ggml org Ggml Vulkan shader gen
- Implementation:NVIDIA NeMo Curator CaptionGenerationStage
- Implementation:ARISE Initiative Robosuite ConeObject
- Implementation:Deepspeedai DeepSpeed Inference Context
- Implementation:NVIDIA DALI PluginManager
- Implementation:Intel Ipex llm AutoModelForCausalLM From Pretrained PP
- Implementation:Langchain ai Langchain BaseChatModel Generate With Cache
- Implementation:Infiniflow Ragflow Http Client
- Implementation:OpenRLHF OpenRLHF Compute reward
- Implementation:MaterializeInc Materialize ResolvedImage Build
Heuristics
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
Environments
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:CarperAI Trlx Python Accelerate
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment