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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:Apache Spark Kubernetes Deployment
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Openai Whisper Audio Transcription
Principles
- Principle:SeleniumHQ Selenium Network Traffic Interception
- Principle:Apache Paimon Row Representation
- Principle:EvolvingLMMs Lab Lmms eval Distributed Environment Setup
- Principle:Ggml org Llama cpp Parallel Request Handling
- Principle:Tensorflow Serving Session Bundle Migration
- Principle:NVIDIA NeMo Curator Video Export
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
- Principle:Scikit learn contrib Imbalanced learn Sensitivity Specificity Analysis
- Principle:Apache Dolphinscheduler Datasource Parameter Configuration
- Principle:Kserve Kserve Graph Component Deployment
Implementations
- Implementation:FlowiseAI Flowise CustomAssistantLayout
- Implementation:DataExpert io Data engineer handbook Chispa Assert df equality
- Implementation:NVIDIA NeMo Curator BaseWriter
- Implementation:Lm sys FastChat OpenAI API Server
- Implementation:Microsoft BIPIA BipiaEvalFactory
- Implementation:OpenHands OpenHands ClusteredConversationManager Redis Subscribe
- Implementation:Online ml River Datasets TrumpApproval
- Implementation:Sktime Pytorch forecasting Base Pkg
- Implementation:Mistralai Client python EventStream Context
- Implementation:Helicone Helicone Ch Hcone Migrate
Heuristics
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Avdvg InjectGuard Dataset Coverage Recall Bound
- Heuristic:Run llama Llama index Evaluator LLM Selection
Environments
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:VainF Torch Pruning PyTorch Python Core