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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:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Mage ai Mage ai Building a New Destination Connector
Principles
- Principle:Neuml Txtai Content Storage
- Principle:Treeverse LakeFS Retention Rule Configuration
- Principle:Openai Openai agents python Tool Input Guardrail Definition
- Principle:Interpretml Interpret Explanation Preservation
- Principle:SeldonIO Seldon core Explainer Readiness Verification
- Principle:Puppeteer Puppeteer Bluetooth Emulation
- Principle:Apache Paimon Multi Format Reading
- Principle:Tensorflow Serving Resource Arithmetic
- Principle:Huggingface Transformers Benchmark Orchestration V1
- Principle:Deepset ai Haystack Document Cleaning
Implementations
- Implementation:InternLM Lmdeploy Daily Ete Test H800
- Implementation:Microsoft DeepSpeedExamples Pipeline Parallelism Training
- Implementation:Ollama Ollama Mtmd Llama4
- Implementation:Bentoml BentoML Bentoml Api Decorator
- Implementation:Ollama Ollama Llama Context Header
- Implementation:Infiniflow Ragflow Admin Login Page
- Implementation:Apache Beam FanOutStreamingEngineWorkerHarness
- Implementation:Datajuicer Data juicer CalibrateResponseMapper
- Implementation:Datahub project Datahub Scheduled Ingestion Orchestration
- Implementation:Speechbrain Speechbrain Whisper HFTransformersInterface
Heuristics
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
Environments
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Allenai Open instruct Docker Container
- Environment:Recommenders team Recommenders Spark Environment