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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:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
Principles
- Principle:Langgenius Dify Indexing Method Selection
- Principle:Triton inference server Server TensorRT Engine Build
- Principle:Alibaba MNN Compression Validation
- Principle:Duckdb Duckdb HTTP Communication
- Principle:NVIDIA NeMo Curator File Partitioning
- Principle:Hpcaitech ColossalAI SFT Training Execution
- Principle:Openai Openai agents python Handoff Configuration
- Principle:NVIDIA TransformerEngine FSDP Integration
- Principle:NVIDIA NeMo Curator Web Data Acquisition
- Principle:CARLA simulator Carla Recording Introspection
Implementations
- Implementation:Mlflow Mlflow Update Mlflow Versions
- Implementation:Cohere ai Cohere python WandbConfig
- Implementation:Langgenius Dify Root Layout
- Implementation:Speechbrain Speechbrain Prepare CommonVoice SSL
- Implementation:Duckdb Duckdb Extension Upload Test
- Implementation:InternLM Lmdeploy Gemm Epilogue
- Implementation:Datahub project Datahub ReadOnlyEntityException
- Implementation:Scikit learn Scikit learn LabelPropagation
- Implementation:Speechbrain Speechbrain Prepare Voicebank CTC
- Implementation:Neuml Txtai SIF Scoring
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Apache Kafka JVM GC Tuning Defaults
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
Environments
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Predibase Lorax Python Server Dependencies
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Openai Openai node Node 20 Runtime
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:MaterializeInc Materialize Python CI Builder Runtime