ML in Data & Analytics

Build, debug, and optimize Claude API applications with caching and model migration support.

Set up and run AI evaluation pipelines with MLflow scorers and automated prompt optimization.

Design and implement ML operations for model promotion, CI/CD, monitoring, and governance.

Generate a complete ontology layer and semantic models from your Snowflake schema.

Generate realistic test datasets in Parquet, JSON, CSV, or Delta format at any scale.

Create and manage scalable REST API endpoints for LLMs and ML models.

Build vector search indexes and semantic search applications on Databricks.

Create knowledge assistants and supervisor agents for document Q&A and multi-agent workflows.

Write a resume for data analysts, engineers, scientists, and ML roles.

Find new job postings matching your profile across LinkedIn and job boards.

Create annotation schemas and manage human review workflows in Arize.

Manage LLM provider credentials and integrations in Arize for evaluators.

Classify, forecast, and detect anomalies in time series data using specialized machine learning algorithms.

Search scientific papers and extract structured experimental data like methods, results, and sample sizes.

Work with annotated data matrices and .h5ad files for single-cell analysis.

Work with astronomical data using Python's core astronomy library for coordinates, units, and FITS files.

Test your understanding of AI Engineering from Scratch course phases.

Build knowledge graphs from documents and search them with natural language queries.

Analyze customer accounts to predict churn risk and identify expansion opportunities.

Debug agent tool-calling issues through guided diagnosis and schema repair.

Access decentralized GPU services for AI inference, fine-tuning, and model deployment.

Analyze investment opportunities by evaluating whether a project creates new order or merely shifts existing structures.

Track and score benchmark experiments within LoopX-managed goals.

Find missing AI watermark detection coverage in the remove-ai-watermarks library.

Detect and remove AI-generated writing patterns to make text sound more human.

Find and discover NVIDIA-related skills for GPUs, CUDA, Jetson, and other NVIDIA products.

Predict protein structures and ligand binding affinity using NVIDIA's AI model.

Accelerate pandas DataFrames with NVIDIA GPU computing for large-scale data processing.

Discover interpretable equations that fit your data through symbolic regression.

Find supply chain inefficiencies and arbitrage opportunities across global industries.

Analyze earnings reports and financial documents with deep insights.

Predict how small molecules bind to proteins using AI-powered molecular docking.

Generate and analyze DNA sequences using NVIDIA's Evo 2 genomic AI model.

Run deep research queries against a local NVIDIA AI-Q Blueprint server.

Search open-source ChatGPT and LLM projects, frameworks, and tools.

Autonomously research, benchmark, and implement performance optimizations with production-ready pull requests.

Test AI systems for security vulnerabilities like prompt injection and jailbreaking.

Run a complete econometric analysis pipeline from data cleaning to publication-ready tables and figures.

Build publication-ready regression tables, diagnostics, and causal analyses in Python.

Run a complete econometric analysis pipeline with regression, causal inference, and publication-ready tables.

Route research tasks to the right empirical analysis skill from a catalog of 1,150 options.

Attack ML models, craft adversarial examples, and solve AI-based CTF challenges.

Analyze global markets, forex, commodities, and economic indicators to assess trading conditions.

Review and critique your ML models with fact-based feedback and iterative refinement.

Submit protein sequences for automated lab testing and validation experiments.

Classify, forecast, and analyze temporal data with specialized time series machine learning algorithms.

Set up vector similarity search in PostgreSQL for AI embeddings and semantic retrieval.

Verify numeric claims in manuscripts match actual analysis outputs within tolerance.

Search, transcribe speech, and extract text from documents using Azure AI.

Set up AI Runway on Azure Kubernetes Service from cluster to running model.

Build Node.js backend AI apps with text and image generation models.

Rent a GPU box for training models, running inference, or 3D rendering work.

Identify pipeline decisions that don't need expensive models and propose cheaper alternatives.

Optimize your CLAUDE.md file for clarity, efficiency, and maintainability.

Analyze current trends in Japanese natural language processing with web research and curated datasets.

Research current challenges and solutions in Japanese natural language processing.

Search libraries, models, and datasets for Japanese natural language processing.

Find new Japanese NLP GitHub repositories missing from awesome-japanese-nlp-resources lists.

Remove PCR primer sequences from amplicon sequencing reads using samtools.

Detect and mitigate bias in machine learning models with fairness metrics and compliance reports.

Explain individual AI predictions for tabular, text, and image data.

Generate counterfactual explanations and trust scores to understand AI model decisions.

Validate statistical test results by separating point estimates from confidence intervals.

Understand how detection scores depend on their data population for valid comparisons.

Create and configure MATLAB experiments to sweep parameters and compare configurations.

Import PyTorch, ONNX, and Keras models into MATLAB as dlnetwork objects.

Maintain a curated repository of real-world autoresearch use cases and patterns.

Find the right AI model for your task with capabilities and cost comparisons.

Train custom LoRAs for WAN video models and Z-Image with local or cloud setup.

Extract sparse ideas, dense ideas, and experimental logs from research papers for benchmarking.

Search and download academic papers from arXiv without needing an API key.

Write LaTeX ML/AI review articles with verified citations for arXiv.

Turn frozen research plans into reproducible, auditable experiment code with data leak prevention.

Execute autonomous multi-step research and generate detailed, cited reports.

Deploy and manage generative AI models and ML workflows on SAP's enterprise cloud platform.

Generate a daily AI news digest from top tech sources and blogs.

Apply AI and semiconductor supply-chain analysis to evaluate stock ideas and market outlook.

Create and configure AI agents for automation, coding, research, and support tasks.

Train and optimize AI agents using reinforcement learning and automatic prompt tuning.

Build self-improving AI agents using 9 reinforcement learning algorithms.

Calculate delta, gamma, theta, vega, and implied volatility for options.

Identify where money is flowing across US market sectors each trading day.

Render interactive financial charts with technical indicators and market data.

Run machine learning experiments from data curation through model evaluation and deployment.

Plan and review LoRA training workflows for FLUX.2 models with dataset validation.

Manage GPU instances, volumes, and serverless endpoints on Vast.ai.

Manage GPU instances, volumes, and billing on Vast.ai.

Build defensible analysis from data to predictions for consequential decisions.

Migrate embedding models in Qdrant without downtime or data loss.

Manage machine learning workloads on the Inspire platform via command-line interface.

Design, backtest, and paper-trade your trading ideas before risking real money.

Build ML and AI applications in Rust with tensor libraries and neural networks.

Train custom small language models using knowledge distillation and production data.

Search academic papers across 7 sources including English and Chinese-language databases.

Generate a complete backtesting script for trading strategies with data, signals, and performance charts.

Predict protein structures for single proteins and complexes using AlphaFold2.

Generate backtest statistics for a stock symbol using an EMA crossover strategy.

Test trading strategy parameters and generate performance heatmaps.

Compare multiple trading strategies side-by-side with performance stats.

Predict 3D binding poses for small molecules in protein structures.

Predict protein, nucleic acid, and small-molecule complex structures from FASTA sequences.

Ensure responses are clear, findable, understandable, and actionable for readers.

Generate publication-ready statistical code and tables for medical research papers.

Find and explore academic papers, citations, and authors using Semantic Scholar's research corpus.

Render interactive financial charts with technical indicators and market data.

Search posts, browse feeds, and analyze trends on Bluesky's real-time network.

Deploy AI models to resource-constrained hardware using MATLAB and Simulink.

Extract method details, innovations, and results from 3D Gaussian Splatting research papers.

Get expert guidance on adaptive learning systems, personalized education paths, and intelligent tutoring tools.

Search and verify citations for research papers with accuracy checks.

Analyze text structure and build knowledge graphs from documents, code, and research.

Audit and verify experimental evidence for research papers with reproducibility checks.

Generate and audit publication-ready plots for computer science and machine learning papers.

Audit whether a paper's evaluation actually measures what it claims to measure.

Audit research paper tables and images for statistical inconsistencies and data integrity issues.

Extract keywords and patterns from converted text recordings.

Create and query Databricks Genie Spaces for natural language SQL exploration.

Build and optimize Snowflake data pipelines, SQL queries, and AI-powered applications.