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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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|---|---|---|
| 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:Openai Openai node Structured Output Parsing
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
Principles
- Principle:Microsoft Semantic kernel Conversation Thread Management
- Principle:Datajuicer Data juicer Statistics Key Definition
- Principle:Facebookresearch Audiocraft Audio Tokenizer Selection
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:Interpretml Interpret EBM JSON Serialization
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Environment
- Principle:Truera Trulens Session Initialization
- Principle:LLMBook zh LLMBook zh github io Low Rank Adaptation
- Principle:Huggingface Trl Reward Preference Dataset Loading
- Principle:Huggingface Optimum Pipeline Inference Execution
Implementations
- Implementation:Treeverse LakeFS Java SDK Model CopyPartSource
- Implementation:Microsoft Autogen Studio MCP Capabilities Panel
- Implementation:ARISE Initiative Robosuite USDObjects
- Implementation:Apache Hudi ClusteringCommitSink DoCommit
- Implementation:SeleniumHQ Selenium DevTools ConverterFunctions
- Implementation:Ggml org Llama cpp Llama Init From Model
- Implementation:Pola rs Polars CatNative
- Implementation:Pyro ppl Pyro Model Inspect
- Implementation:Spotify Luigi MSSqlTarget
- Implementation:Haosulab ManiSkill GenerateTaskDocs
Heuristics
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
Environments
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Apache Kafka Committer Tools Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Apache Flink Node Build Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:BerriAI Litellm Docker Deployment
- Environment:Obss Sahi Python Image Processing