Bits and Bug
Master Data Science, AI, and Machine Learning through structured programs designed by industry experts.
Aspiring analysts and engineers preparing for real tech interviews—not vanity metrics.
Hundreds of structured hours across data, AI, and analytics—sequenced for momentum.
Projects, rubrics, and reviews aligned with what hiring teams expect on day one.
Why teams-style learning matters
We borrow the best ideas from strong internal training programs: clarity, reps, and accountability—without the corporate fluff.
Work through datasets and business-style case studies instead of passively watching long playlists.
No guesswork about what to study next—just a clear arc from foundations to job-ready depth.
Live sessions and async feedback from people who still ship models, dashboards, and ML systems.
Resume reviews, mock interviews, and portfolio critiques so your story matches your GitHub.
Bits and Bug is a focused LMS—not a crowded marketplace. Four specialist programs, mentor-led sessions, and portfolio work you can defend in interviews.
Programs overview
SEO-friendly tracks for learners searching job-ready data science courses online, industry-focused AI programs, and practical analytics depth.
Programs built for real careers
Every cohort stays small so you get feedback, accountability, and projects that belong in your portfolio—not a generic certificate.
Looking for batch dates or syllabus? Grab a brochure or open a program—our team replies within one business day.
Smart learning experience
Bits and Bug is built to keep you moving: structured content, measurable progress, and human touchpoints when you get stuck.
Short bursts tied to exercises—so you practice while the idea is still fresh.
Milestones, streaks, and checkpoints that highlight gaps before they become gaps on your resume.
Structured assessments that mirror how teams validate understanding in the real world.
Guided channels for doubts—moderated so signal stays high and spam stays out.
Responsive layouts for laptop-first deep work and mobile-friendly review on the go.
Pick a track, join a cohort, and move from fundamentals to production-style builds with mentors who have shipped real products.
Sharpen Your Skill
Change Careers
Level up as a leader
Earn a degree
NSDC Certified
Online
NSDC Certified
Online
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NSDC Certified
Online
Career support
Teaching is only half the job. We bake in the career infrastructure so you can move from learning to interviewing without starting from zero.
Translate projects into outcomes recruiters scan for in seconds.
Practice explaining trade-offs, failures, and metrics—not reciting textbook definitions.
Targeted outreach tips, referral mindset, and portfolio presentation—not vague promises.
Every sprint includes office hours, code reviews, and career storytelling so you can explain your work clearly—not just paste a GitHub link.
Small batches, transparent schedules, and instructors who remember your name. No crowded auditorium—just focused growth.
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Notes on learning well, interviewing honestly, and building habits that survive after the course ends.
Phoenix Baker • 19 Jan 2025
Linear helps streamline software projects, sprints, tasks, and bug Letter spacing. Here’s how to get...
Design
Research
Phoenix Baker • 19 Jan 2025
Linear helps streamline software projects, sprints, tasks, and bug Letter spacing. Here’s how to get...
Design
Research
Phoenix Baker • 19 Jan 2025
Linear helps streamline software projects, sprints, tasks, and bug Letter spacing. Here’s how to get...
Design
Research
Career panels, resume clinics, and mock interviews are built into the rhythm—not sold as surprise add-ons.
We're proud of the trust learners place in us. Here's how they describe the experience.
Software Engineer
Product Analyst
Your future in data starts here
Cohorts stay intentionally small. If you are ready to trade scrolling for shipping, start with the program that matches your current level—we will help you choose.