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1,118
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:Ollama Ollama Custom Model Creation
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Groq Groq python Streaming Chat Completion
Principles
- Principle:Pyro ppl Pyro Prior Specification
- Principle:Huggingface Datatrove MinHash Bucket Matching
- Principle:Webdriverio Webdriverio CapabilityNormalization
- Principle:Lakeraai Pint benchmark Prompt Injection Detection
- Principle:Fastai Fastbook Model Export
- Principle:Guardrails ai Guardrails Validation Outcome Handling
- Principle:CrewAIInc CrewAI Tool Implementation
- Principle:Tencent Ncnn Non Maximum Suppression
- Principle:Protectai Llm guard Factual Consistency Checking
- Principle:Huggingface Optimum Parameter Metadata Initialization
Implementations
- Implementation:Sktime Pytorch forecasting Get Stallion Data
- Implementation:Openai Openai node Beta RealtimeBase
- Implementation:ARISE Initiative Robomimic VisUtils
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Project Yml Config
- Implementation:Treeverse LakeFS Java SDK ObjectsApi
- Implementation:FlowiseAI Flowise ServerLogsView
- Implementation:ArroyoSystems Arroyo Json Form
- Implementation:Eventual Inc Daft Session Write Table
- Implementation:Ggml org Llama cpp Common Embd Normalize
- Implementation:Open compass VLMEvalKit WeThinkVL
Heuristics
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Allenai Open instruct Gradient Clipping Norm
Environments
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Sgl project Sglang Kubernetes
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Openai Whisper Triton
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration