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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:Eventual Inc Daft Data Lakehouse ETL
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Webdriverio Webdriverio Cloud Service Integration
Principles
- Principle:Webdriverio Webdriverio BrowserStack Funnel Instrumentation
- Principle:Kubeflow Kubeflow Release Planning
- Principle:Hiyouga LLaMA Factory Dataset Format Conversion
- Principle:Apache Hudi Demo Environment Startup
- Principle:Apache Spark Worker Fleet Management
- Principle:Helicone Helicone Application Services
- Principle:Axolotl ai cloud Axolotl LoRA Merging
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
- Principle:Apache Flink Checkpoint Position Tracking
- Principle:AUTOMATIC1111 Stable diffusion webui Model Identification
Implementations
- Implementation:Microsoft Onnxruntime ORTModule Wrap
- Implementation:Vibrantlabsai Ragas QuotedSpans
- Implementation:Ollama Ollama XCreate Quantize
- Implementation:Alibaba ROLL I18n Zh Hans Code
- Implementation:Microsoft LoRA WebNLG Dev Dataset
- Implementation:Iterative Dvc Experiments New
- Implementation:Apache Dolphinscheduler RpcMethodRetryStrategy Pattern
- Implementation:Apache Druid SchemaColumnList
- Implementation:Puppeteer Puppeteer Frame Evaluate
- Implementation:Trailofbits Fickling AnalysisResults Severity
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
Environments
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Obss Sahi Python Detection Frameworks
- Environment:LMCache LMCache Python Runtime
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Sgl project Sglang Prometheus
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Datahub project Datahub Docker Quickstart Environment