Copilot & AI Agents for Data Science Bootcamp [2026] (Udemy.com)
Master Data Science with CoPilot & AI Agents: Data Wrangling, Analysis, Visualization, Model Building & Validation
Created by: Prof. Ryan Ahmed, PhD, MBA
Last updated January 2026
What you will learn
- Build Data Wrangling AI agents in CoPilot to automate cleaning and preparation tasks on complex datasets.
- Design effective prompts and apply prompting strategies (zero-shot, few-shot, chain-of-thought) to optimize outputs from generative AI systems.
- Use the Pandas library and Microsoft CoPilot to load, manipulate, and analyze real-world datasets programmatically.
- Perform feature engineering tasks such as one-hot encoding, normalization, and standardization to prepare data for machine learning models.
- Apply practical techniques for cleaning messy datasets: handling missing values, removing duplicates, merging data sources, and ensuring consistent formatting.
- Master Data visualization Libraries such as Matplotlib, Seaborn, and Plotly Express to plot static and interactive insight-rich visuals.
Course Description
In this hands-on bootcamp, you will master Microsoft CoPilot, GPT-5, and intelligent AI agents for data science. You’ll master the full data science workflow, including data wrangling and feature engineering, data cleaning and merging with CoPilot. We will then cover data visualization and storytelling, turning raw data into dashboards and narratives that drive business decisions. You’ll also cover model development and validation, building and evaluating classifiers while tracking performance using metrics such as accuracy, precision, recall and ROC curves. Finally, you’ll cover anomaly detection, applying methods such as Z-Score and Isolation Forest to spot unusual patterns before they cost money..
What You’ll Learn:
Clean and prepare real-world datasets using CoPilot’s advanced prompt engineering.
Build predictive models for forecasting, classification, and anomaly detection.
Automate feature engineering and data wrangling tasks with custom AI agents.
Visualize trends and correlations using Matplotlib, Seaborn, and Plotly inside CoPilot.
Detect anomalies using Z-Score and Isolation Forest techniques.
Create executive-level insights and recommendations from raw data.
Compare and evaluate multiple machine learning models with proper validation.
Design custom GPTs for advanced analysis, reporting, and business strategy.
Bootcamp Modules:
CoPilot Overview & AI Agents Demo – From messy data cleanup to CEO-level storytelling.
Data Wrangling & Feature Engineering in CoPilot – Practical workflows for handling missing values, merging datasets, and creating features.
Data Visualization in CoPilot – Scatter plots, heatmaps, pairplots, and executive-ready dashboards.
Model Development & Validation – Build, evaluate, and deploy machine learning pipelines.
Anomaly Detection – Spot unusual trends with Z-Scores and Isolation Forest agents.
By the end of this bootcamp, you’ll know how to analyze data and have the skills to build AI-augmented workflows that drive faster, smarter, and more impactful decisions.
Instructor Details
- 4.7 Rating
486 Reviews
Prof. Ryan Ahmed, PhD, MBA
I'm Dr. Ryan Ahmed, professor, engineer, and founder of Stemplicity, where we help people get past the hype and actually build things with AI, Agentic AI, Cloud, and Data Science.
Over the past 10 years, I've taught 1 million learners across 160 countries — 700,000+ enrolled in my Udemy courses, 260,000+ subscribers on the "Prof. Ryan Ahmed" YouTube channel, and 120,000+ on Coursera. I also run corporate AI training for teams at HSBC, RBC, Discover, and Barclays across the US, Canada, and the UK. I held leadership roles at GM, Samsung, and Stellantis in Canada and the U.S., working on electric and autonomous vehicle technologies.
I hold a MASc, PhD, and MBA from McMaster University. I’m also a licensed Professional Engineer and a Stanford-certified program manager with over 60+ published research papers in AI and battery systems.
But credentials are the least interesting part. Here's what I actually believe: "AI is the biggest opportunity of our lifetime", and most people are sitting it out because they think they need to code or have a PhD. You don't. If you're willing to show up and try, I'll help you get good at this.
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Reviews
By Gino Bourret on 8/28/2026
Excellente formation mais peut-etre un peu trop technique pour mois et mes besoin. Peut-etre refaire la formation dans 1 an ou 2 après avoir utilisé AI
By Andressa Amorim on 8/13/2026
Nao sabia que poderia usar dados desordenados, achei que tinhamos que ter um minimo de padrao. Nossa muita coisa para comentar, vou deixar para a outra avaliacao que vira no final..mas ja adianto aqui que esse curso é muito completo. Nao estou no momento certo para ve-lo, no sentido que nao tenho conhecimento para colocar tudo isso em pratica agoa, mas é muito legal de ver o tanto de coisa complexa (que agora é complexa rs) que é possivel fazer. Esse professor é excelente, ele faz tudo parecer facil, ele explica tudo. Recomendo!
By Silvia Espinosa on 7/14/2026
Me ha gustado mucho el vocabulario que ocupa el expositor para exlicar de forma sencilla los pasos a seguir en cada punto.
By Anonymized User on 2/23/2026
Very basic material thus far. It will be important to highlight / encourage the opt out or test out features, so that users do not get discouraged and think the entire program is too basic for them.
By Brian Naylor on 12/31/2025
Good information. Some of the sections felt a little redundant in terms of examples. Other than that, I recommend.
By Patrick Yow on 10/9/2025
Good introduction on the capabilities of Copilot and using Agent for analysis of data
By Hari k on 10/2/2025
Engaging and very practical! The instructor explains Copilot’s features clearly and demonstrates how to use them effectively.
By David Chen on 10/2/2025
Amazing bootcamp! it is very comprehensive and engaging and I learned a lot. Dr. Ryan is an exceptional teacher who simplifies AI and complex topics to everyone
By Aarthi Rajagopal on 10/2/2025
A fantastic course that clearly shows how to use Copilot for data science. The lessons are practical, easy to follow, and immediately useful for real analysis and decision-making.
By Cory Syvenky on 10/1/2025
Clearly this is delivered by an experienced and very knowledgeable instructor/professor. I found the overview wasn't completely transparent on a few fronts. First, during the course there is lots of use of M365 Copilot features like the Analyst Agent which requires a more advanced Copilot for-pay license. Also, it's mentioned that no coding experience is required, yet there are many code reviews to outline what the AI has generated. To me, it should be mentioned the audience should have a 200-level Statistics and Machine Learning background to fully understand what is being explained, for me this wasn't an issue because I am well versed in these concepts.
Quality Score
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Overall Score : 94 / 100

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