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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:Avhz RustQuant Analytic Option Pricing
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Fastai Fastbook Image Classification
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Tensorflow Serving Batched Inference Pipeline
Principles
- Principle:LaurentMazare Tch rs GPT Text Generation
- Principle:LaurentMazare Tch rs REINFORCE Policy Gradient
- Principle:Unslothai Unsloth Reward Function Design
- Principle:Risingwavelabs Risingwave Iceberg Catalog Operations
- Principle:Obss Sahi COCO FiftyOne Visualization
- Principle:Junyanz Pytorch CycleGAN and pix2pix Training Visualization
- Principle:EvolvingLMMs Lab Lmms eval Baseline Comparison
- Principle:Apache Druid Query Execution
- Principle:Langchain ai Langgraph SDK Data Models
- Principle:OWASP Www project top 10 for large language model applications Entry Publication
Implementations
- Implementation:Apache Druid LookupEditDialog
- Implementation:Googleapis Python genai Client Init
- Implementation:Iterative Dvc Repo Move
- Implementation:LMCache LMCache Safe Serde
- Implementation:Arize ai Phoenix Legacy Public API
- Implementation:ClickHouse ClickHouse Nfpm Client Package
- Implementation:Apache Paimon SplitRead
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Checkpoint
- Implementation:Speechbrain Speechbrain DynamicItemDataset From Csv
- Implementation:Tensorflow Serving CreateAndStartHttpServer
Heuristics
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Apache Spark Partition Sizing Tips
Environments
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Allenai Open instruct Ray Distributed
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Tencent Ncnn PyTorch Environment