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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:Unslothai Unsloth Model Export And Deployment
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Neuml Txtai Semantic Search
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Lance format Lance Table Optimization
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Mistralai Client python Function Calling
Principles
- Principle:Eric mitchell Direct preference optimization Evaluation And Sampling
- Principle:NVIDIA NeMo Curator Semantic Deduplication for Video
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Containerization
- Principle:PrefectHQ Prefect CSV Data Loading
- Principle:Webdriverio Webdriverio AutomaticDriverManagement
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:Facebookresearch Audiocraft Multi Period Discrimination
- Principle:LLMBook zh LLMBook zh github io Reward Modeling
- Principle:Pyro ppl Pyro Bayesian Module Integration
- Principle:Intel Ipex llm GaLore Gradient Projection
Implementations
- Implementation:Unslothai Unsloth MoE Ops
- Implementation:Nightwatchjs Nightwatch Component Plugin Install
- Implementation:Ggml org Llama cpp Convert HF To GGUF Update
- Implementation:Apache Paimon RESTUtil
- Implementation:Apache Spark UI Test NPM Lock
- Implementation:FlowiseAI Flowise SelectVariable
- Implementation:Apache Paimon SimpleStatsEvolution
- Implementation:Speechbrain Speechbrain Hparams Switchboard Seq2Seq
- Implementation:DevExpress Testcafe BrowserProviderPool GetBrowserInfo
- Implementation:Langfuse Langfuse BatchExportRouter Create
Heuristics
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Cypress io Cypress Browser Version Workarounds
Environments
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Allenai Open instruct Ray Distributed
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Unslothai Unsloth Python Transformers
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Fastai Fastbook Sklearn Environment