Data Science Technical Interview Prep
Fall 2025
Nov 17, 2025
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Dec 19, 2025
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Registration Deadlines
Nov 21, 2025
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Any participant who has earned a Data Science or Deep Learning certificate
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Category
Intensive Technical Interview Prep
Overview
This program includes a weekly study plan for technical interview preparation. Each week concludes with a mock interview centered on that week's topic. You will receive two mock interview scripts so you and a partner can alternate between interviewer and interviewee roles.
You should also leverage your career advisor for behavioral interview practice, resume feedback, and introductions to hiring partners and Erdős alumni at companies you are targeting.

Click here to be invited to the slack organization: The Erdős Institute
Click here to access the slack cohort channel: #slack-cohort-channel
Click here to access the slack program channel: #slack-program-channel
Click here to download the Events & Deadlines .ics calendar file
Organizers, Instructors, and Advisors
Steven Gubkin, PhD
Lead Instructor
Office Hours:
Tu/Th 10am - 11am ET
Email:
Preferred Contact:
Slack
Please feel free to message me on Slack with any questions!
Objectives
The goal of this course is to prepare you for data science technical interviews by strengthening your problem-solving skills, technical knowledge, and communication under evaluation conditions.
If you took the deep learning boot camp, you'll be given additional readings for advanced deep learning techniques that you should complete in addition to the data science materials.
First Steps/Prerequisites
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Program Content
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Course materials are available on github through the following link:
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Textbook/Notes
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Project/Homework Instructions
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Schedule
Click on any date for more details
Phase 1: Instruction and Project Completion
Project Review & Judging
Phase 2: Intense Interview Prep & Career Connections
Phase II Orientation
Nov 17, 2025 at 07:00 PM UTC
EVENT
Huddle to find interview partners
Nov 20, 2025 at 05:00 PM UTC
EVENT
Office Hours
Nov 25, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Nov 28, 2025 at 01:00 PM UTC
EVENT
Office Hours
Dec 4, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Dec 6, 2025 at 02:00 AM UTC
EVENT
Huddle to find interview partners
Dec 11, 2025 at 05:00 PM UTC
EVENT
Office Hours
Dec 16, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Dec 19, 2025 at 01:00 PM UTC
EVENT
Office Hours
Nov 18, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Nov 21, 2025 at 01:00 PM UTC
EVENT
Cancelled: Office Hours
Nov 27, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Nov 29, 2025 at 02:00 AM UTC
EVENT
Huddle to find interview partners
Dec 4, 2025 at 05:00 PM UTC
EVENT
Office Hours
Dec 9, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Dec 12, 2025 at 01:00 PM UTC
EVENT
Office Hours
Dec 18, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Dec 20, 2025 at 02:00 AM UTC
EVENT
Office Hours
Nov 20, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Nov 22, 2025 at 02:00 AM UTC
EVENT
Huddle to find interview partners
Nov 27, 2025 at 05:00 PM UTC
EVENT
Cancelled: Office Hours
Dec 2, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Dec 5, 2025 at 01:00 PM UTC
EVENT
Office Hours
Dec 11, 2025 at 03:00 PM UTC
EVENT
Huddle to find interview partners
Dec 13, 2025 at 02:00 AM UTC
EVENT
Huddle to find interview partners
Dec 18, 2025 at 05:00 PM UTC
EVENT
Project/Homework Deadlines
Nov 22, 2025
04:59 AM UTC
01 Prob Stats
Study the Prob/Stats Materials and do your paired interview by this date.
Nov 22, 2025
04:59 AM UTC
Deep Learning 01: NLP
fastbook ch. 10 & 12
Nov 25, 2025
04:59 AM UTC
Prob Stats Quiz
Complete this quiz to assess your prob/stats interview readiness
Nov 29, 2025
04:59 AM UTC
02 Machine Learning and Coding
Study the Machine Learning and Coding materials and do your paired interview by this date.
Nov 29, 2025
04:59 AM UTC
Deep Learning 02: Deployment / Productionization
fastbook ch. 2 & 3; PyTorch ch. 15
Dec 6, 2025
04:59 AM UTC
03 SQL and Databases
Study the SQL and Databases materials and do your paired interview by this date.
Dec 6, 2025
04:59 AM UTC
Deep Learning 03: Computer Vision
fastbook ch. 7, 13, & 14; Optional: PyTorch ch. 7, 8, & 9; Optional: fastbook ch. 15 & 18
Dec 13, 2025
04:59 AM UTC
04 Case Studies: Product/Business
Study the Case Studies: Product/Business materials and do your paired interview by this date.
Dec 13, 2025
04:59 AM UTC
Deep Learning 04: LLMs & Agents
Transformers and Agents
Dec 20, 2025
04:59 AM UTC
Deep Learning 05: Neural Network Deep Dive (math and coding from scratch)
fastbook ch. 16, 17, 19
Dec 20, 2025
04:59 AM UTC
05 Take Home Data Challenge
Complete the Data Challenge and do your paired interview by this date. Give your partner 30 minutes to an hour to review your work before the interview.


