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30 Day Data Scientist
Welcome to 30-Day Data Scientist
✨Welcome to 30-Day Data Scientist! (1:05)
🌐 Your Private Slack Channel (How to Get Help)
Course Roadmap
🔽 [COURSE ROADMAP CHECKLIST] Important Course Actions (7:15)
Cohort Video Recordings (Q&A from Students)
August 2022 Cohort (Meeting 1): Introduction To The Program (89:48)
August 2022 Cohort (Meeting 2): Program Additions And Agent Smith's Interview Slide Deck (Air Canada Job) (74:54)
Data Scientist Certification & Upgrade Offers
[UPGRADE OFFER] 5-Course R-Track: Needed to become a Business Science Certified Data Scientist
[UPGRADE OFFER] Learning Labs PRO: Gives you access to 75+ projects to inspire your portfolios
Section 1 - The Hiring Process
Welcome to Section 1: The Hiring Process (0:55)
Day 1: Course Setup & The Hiring Process
🔽 [PROJECT SETUP] The Course R Project (1:13)
Day 1 has 2 parts. Keep going!
Day 1-Part 1: How to Go From 1000 Applicants to Top 5? (Interview with S&P Global)
Part 1: Introduction to the Company (12:34)
Part 2: Understanding the Company's Hiring Process (21:47)
Part 3: Top 11 Questions Data Scientists Have About Launching Their Career (30:48)
Day 1-Part 2: Setting the Stage for the Rest of the Course!
🔽 [DOWNLOAD 00] What do HIRING MANGERS WANT? 12-Minute Recap (12:47)
Day 1 down. 🙌
Section 2 - How to Compete
Let's get you ready to COMPETE! ⚔️ (0:34)
Day 2: How to Make Portfolio Projects that Companies Need
🔽 [DOWNLOAD 01] The Portfolio Project Strategy Roadmap (1:26)
Day 2 has 3 parts. Keep going!
[😀 Real Student] How To Pick Shiny App Projects That Are Fun To Make (& Can't Be Duplicated) (7:21)
Day 2-Part 1: THREE (3) CASE STUDIES of Successful Projects
Common Themes of Portfolio Project Success 💡 (3:46)
CASE STUDY 1: Shawn Vandergoot - Manufacturing Scrap Application (3:52)
CASE STUDY 2: Leo Timmermans - Fuel Price Forecasting Application (1:46)
CASE STUDY 3: Matt Rosinski - Refactored WTI Crude Forecasting Application (2:55)
CASE STUDY RECAP (2:18)
You're 33% done today. Good progress. Keep going!
Day 2-Part 2: The STAR Framework 🌟
STAR FRAMEWORK: Introduction 🌟 (4:03)
REAL LIFE EXAMPLE: Why I created the Tidyquant Stock Trading Package (STAR version) (6:07)
66% there. One more section. Keep it up!
Day 2-Part 3: Sourcing Data for AMAZING Apps
DATA SOURCES: Introduction (1:31)
MY TOP 5 DATA SOURCES: The 5 most frequently used to make labs & in my work projects (9:28)
100%. Done with Day 2! 🙌
Days 3 & 4: Build & Deploy Your Projects
[READ THIS FIRST] Project Rules
🔽 [DOWNLOAD 02] Shiny App Deployment Refresher - Example BSU ROI Calculator App (3:15)
Two Projects Complete!!
Day 5: Get Business Science Certified!
🔽 [DOWNLOAD 03] How to Become Business Science University Certified and Get Matt's Recommendation & Testimonial (4:22)
[GOOGLE FORM] Apply for Business Science Certification
This is a short day. So spend any extra time refining your portfolio projects
Day 6: Make Your "Attention-Grabbing" Resume
🔽 [DOWNLOAD 04] The "Attention-Grabbing" Resume Template [PART 1] (6:46)
The "Attention-Grabbing" Resume Template [PART 2] (6:56)
Customize & Save Your Resume (1:14)
Day 7: Make Your LinkedIn Profile Stand Out
🔽 [DOWNLOAD 05] 9 Tips to Make Your LinkedIn Profile Stand Out (12:19)
Day 8: Build Your Professional Data Science Website
🔽 [DOWNLOAD 06] Make A Professional Data Science Website in 1 Hour (3 Themes) (4:20)
Day 8 has 4 parts. You got this!
Day 8-Part 1: Portfolio Setup
Create Your New Website (3:22)
Customizing the Meta Data: config.yaml (4:33)
Making Your Logo (freelogodesign.org) 🐺 (2:36)
Google Analytics, Formspree, & Social Media (FontAwesome.com) (2:45)
Day 8-Part 2: Customizing Your Portfolio Website's Content
Hero Section: Welcome Your Prospective Employer 👋 (4:09)
About Section: Highlight Your Values ❤️ (2:14)
Portfolio Section: Use the STAR Framework 🌟 (5:16)
Resume Section: Highlight Your Experience 👔 (3:14)
Skills Section: Show Your Strengths 💪 (2:11)
Testimonials Section: PROVE THAT YOU'RE AWESOME! 😎 (3:29)
Contact Section: Call to Action! 📣 (1:04)
Day 8 - Part 3: Customizing Your Theme Colors & Fonts
💚 NEW: Changing the Theme Color of Your Website with SASS (Part 1) (5:58)
💚 NEW: Changing the Theme Color of Your Website with SASS (Part 2) (2:16)
🔤 NEW: Changing the Fonts of Your Website with Google Fonts (4:17)
Day 8-Part 4: Deployment
Deployment Step 1 - GitHub (2:57)
Deployment Step 2 - Netlify (2:30)
Day 8-Part 5: Integrating FREE Contact Forms and FREE Content Management Systems
Integrating the Recruiter Contact Form (Formspree.io) (3:54)
Integrating Content Management (Forestry.io) - Part 1 (6:35)
Integrating Content Management (Forestry.io) - Part 2 (5:05)
Syncing Local Site (After Making Changes with Forestry.io) (1:30)
Day 8 is 100% Done!
Day 9: Receive Your Certification Letter & Testimonial
[Check Your Email] Your Certification Letter & Testimonial (0:35)
This is a short day, so spend extra time on LinkedIn Profile, Resume, & Projects
Section 3 - Stacking the Odds in Your Favor
Let's stack the odds... in your favor!! 🎲 (0:22)
Day 10: The "Top 5 Mindset"
🔽 [DOWNLOAD 07] I know your biggest fears... (3:09)
You are ELITE. Top 5 of 1000. (3:20)
What I learned from rejection by Facebook (3:33)
Conquering Fear #1: Can I get a data science job if I only know R? (5:19)
Conquering Fear #2: How do I compare to a Masters in Data Science Degree / Computer Science Degree? (1:20)
Conquering Fear #3: How to overcome age (55+) in the hiring process? (0:59)
Conquering Fear #4: No Experience (3 Job Hacks) (2:38)
Conquering Fear #5: Will they accept me if I'm transitioning careers? (3:31)
Conquering Fear #6: Overcoming National Boundaries (1:09)
Day 11: The Secret to Making $100,000 per year Salary FAST
🔽 [DOWNLOAD 08] The Secret to Making $100,000 per year FAST (1:51)
True Story: My First Job Search. (3:24)
Matt's Tactical Job Application Framework (MTJAS) (0:38)
Step 1A: LinkedIn Jobs - How to Reduce Your Competition 🏁 (3:19)
[😀 Real Student] How To Find Companies (Biostatistician -> Data Scientist) (2:12)
Step 1B: Make a PDF of the Job Description (1:36)
Your Next Goal: Beat the ATS (Applicant Tracking System) (0:52)
Step 2A: Resume Analyzer - Compare Your Resume vs Job Description (5:16)
Step 2B: Resume Analyzer - Adjust Your Resume (Increase Similarity) 💡 (4:14)
Day 12: Implementing Matt's Tactical Job Application Strategy (TJAS)
[ACTION] Apply to 5 Low-Competition Jobs using TJAS (0:51)
Day 12: The Ultimate LinkedIn Referral Hack
The LinkedIn Cold Referral Hack (Video) (9:30)
[😀 Real Student] LinkedIn Cold-Referral Walkthrough (9:08)
🔽 [DOWNLOAD] Presentation Slides (with Resource Links)
🔽 [DOWNLOAD] 9-Step Process Diagram
🔽 [DOWNLOAD] Pitch Deck Template
Section 4 - Master the Data Science Interview
Welcome to Mastering the Interview... becoming their dream hire. (0:41)
Day 13: Prepare for Take-Home Assessments - Part 1
🔽 [DOWNLOAD 09] Prepare for Business Projects - Part 1 (1:26)
The BSPF Module: An Introduction (1:20)
Why the BSPF? My first BIG Project FAILURE (7:59)
The Interview Secret: The BSPF (2:51)
Case Study: Applying the BSPF (Note that this is just a high-level demo) (11:15)
Day 14: Prepare for Take-Home Assessments - Part 2
🔽 [DOWNLOAD 10] 6-Step Data Science Process Introduction (2:06)
6-Step Data Science Process - The coding skills you need to demonstrate in the interview (5:14)
Day 15: Master the Take-Home Assessment
🔽 [DOWNLOAD 11] Takehome Exam: Email Purchase Modeling (5:42)
Take-Home Solution Part 1 - Import (6:55)
Take-Home Solution Part 2 - Data Wrangling (4:54)
Take-Home Solution Part 3 - Visualization (7:16)
Take-Home Solution Part 4 - Feature Engineering, Modeling & Production (7:26)
Day 16: Master the Live Interview 1
🔽 [DOWNLOAD 12] Master the Live Interview - Part 1 (1:30)
Day 16 (Stage 1): Project Question Prep
STAR Framework (Secret for answering project questions) (2:29)
Example STAR Response to a Project Question (5:09)
Day 16 (Stage 2): Company Research Prep
How to show interest (by doing company research) (1:28)
Company website: How to gather intelligence. (3:17)
Research products: Discover pain points you can solve in the interview. (3:17)
LinkedIn: Uncover what the prospect company talking about. (2:49)
Competition: Learn about the company's industry (1:56)
Day 17: Master the Live Interview 2
🔽 [DOWNLOAD] Matt's Interview Response Framework (4 Types of Interview Questions) (1:15)
[😀 Real Student] How To Use The BSPF In The LIVE Interview (4:19)
[😀 Real Student] Leetcode & Hacker Rank (Networking >> Leetcode) (5:47)
🖥️ Interview Type 1 Questions: Code
🖥️ Using My *Code Question* Framework (2:01)
Code Example 1 - How do you combine two lists? (2:26)
Code Example 2 - How do you sort a vector containing character data? (1:43)
📐Type 2: Algorithm Questions
📐 Using My *Algorithm Question* Framework (1:57)
Algorithm Example 1 - How does PCA work? (1:43)
Algorithm Example 2 - How do you explain a GLM? (2:07)
Algorithm Example 3 - Explain Bias & Variance (1:41)
Algorithm Example 4 - Explain Feature Engineering (1:18)
💼 Type 3: Business Questions
💼 Using My *Business Question* Framework (1:23)
Business Example 1 - Provide tangible examples of how you can use Data Science to solve a business problem. (2:13)
Business Example 2 - How do you explain your outcome to a non-technical audience? (3:05)
❤️ Type 4: Motivation Questions
❤️ Using My *Motivation Question* Framework (0:40)
Motivation Example 1 - Why did you become a data scientist? (1:21)
Motivation Example 2 - Why do you feel you are qualified to work for us? (1:56)
Day 18 - Timed Technical Interview Hack
🔽 [DOWNLOAD] Setup Files (0:32)
Quick Story... Danny Ma's Technical Interview Fail (2:45)
Correlation Funnel Hack (Part 1) (6:37)
Correlation Funnel Hack (Part 2) (3:48)
Recapping the Timed Interview Hack! (1:30)
Day 19 (to 29) - How to handle challenges along the way
🔽 [DOWNLOAD 14] Interview Process Challenges and Solutions
Day 19-29 (Part 1): The Interview Process Timeline
The Interview Process Timeline (2:31)
How long until a decision following an interview? + what to do (2:28)
Day 19-29 (Part 2): What to do if things aren't going your way
🛑 What to do if you are not getting **interviews** (4:05)
🛑 What to do if you are not getting **offers** (2:21)
Day 30: Review the Offer(s) and Negotiate
🔽 Negotiation Setup (1:04)
What's the right offer? (The 2 parts of the offer) (0:54)
Glassdoor Salary Calculator (Key Negotiating Tool) (4:09)
Matt's Salary Negotiation Tips (2:14)
What's the right fit? (3 ways to assess if the culture & position is right for you) (1:58)
How to get and review multiple offers (3:23)
Day 31-Infinity: How to Get Promoted
Congratulations!! Next steps.
🔽 [DOWNLOAD 07] I know your biggest fears...
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