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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:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Lance format Lance Version Management
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Openai Openai node Fine Tuning
Principles
- Principle:Danijar Dreamerv3 Agent Initialization
- Principle:Ggml org Llama cpp GGUF File Operations
- Principle:ArroyoSystems Arroyo Checkpoint Coordination
- Principle:ClickHouse ClickHouse Server Process Management
- Principle:Rapidsai Cuml Forest Inference
- Principle:Microsoft DeepSpeedExamples DeepSpeed Engine Init
- Principle:Heibaiying BigData Notes HBase Data Insertion
- Principle:Heibaiying BigData Notes HDFS Java API Operations
- Principle:Shiyu coder Kronos Prediction Result Persistence
- Principle:NVIDIA DALI Video Spatial Crop
Implementations
- Implementation:Cohere ai Cohere python EmbedFloatsResponse Model
- Implementation:Arize ai Phoenix OpenAI Chat Helper
- Implementation:Evidentlyai Evidently Workspace Create
- Implementation:Bigscience workshop Petals Distributed Evaluation Loop
- Implementation:Open compass VLMEvalKit VGRPBench Binairo
- Implementation:Roboflow Rf detr Roboflow SDK Auth
- Implementation:Mlc ai Web llm Web Worker MLC Engine Handler
- Implementation:Cypress io Cypress SetupV8Snapshots
- Implementation:Puppeteer Puppeteer Bidi HTTPRequest
- Implementation:Intel Ipex llm NPU Speech Paraformer
Heuristics
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Kornia Kornia CUDA GPU Environment