Drowning in data, Starving for knowledge. Machine Learning and A Personal Journey for Engineering
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1 Drowning in data, Starving for knowledge Machine Learning and A Personal Journey for Engineering Yanjun (Jane) Qi, PhD Department of Computer Science, University of Virginia /25/14 Yanjun Qi / "UVA IntroducMon to Engineering (ITE) Program"
2 About Me EducaMon: PhD from School of Computer Science, Carnegie Mellon University PiWsburgh, PA) BS in Department of Computer Science, Tsinghua Univ. Beijing, China) Research interests: Machine Learning, BioinformaJcs, Data Mining, Biomedical InformaJcs Five Years of Industry Research Lab in the past : 2008 summer 2013 summer, Researcher in Machine Learning Department, NEC Labs America (@ Princeton, NJ) 2013 Fall Present, Assistant Professor, Computer Science, UVA Industry + Academia 2 6/25/14 Yanjun Qi / "UVA IntroducMon to Engineering (ITE) Program"
3 ROADMAP Machine Learning & Applications My Experience: A Personal Journey of Engineering Study 6/25/14 Yanjun Qi / "UVA IntroducMon to 3 Engineering (ITE) Program"
4 OUR DATA-RICH WORLD Biomedicine Patient records, brain imaging, MRI & CT scans, Genomic sequences, bio-structure, drug effect info, Science Historical documents, scanned books, databases from astronomy, environmental data, climate records, Social media Social interactions data, twitter, facebook records, online reviews, Business Stock market transactions, corporate sales, airline traffic, Entertainment Internet images, Hollywood movies, music audio files, 6/25/14 Yanjun Qi / "UVA IntroducMon to 4 Engineering (ITE) Program"
5 BIG DATA CHALLENGES Data capturing (sensor, smart devices, medical instruments, et al.) Data transmission Data storage Data management High performance data processing Data visualization Data security & privacy (e.g. multiple individuals) Data analytics How can we analyze this big data wealth? 6/25/14 E.g. Machine learning Yanjun Qi / "UVA IntroducMon to 5 Engineering (ITE) Program"
6 Drowning in data, Starving for knowledge 6/25/14 6 Yanjun Qi / "UVA IntroducMon to Engineering (ITE) Program"
7 BASICS OF MACHINE LEARNING The goal of machine learning is to build computer systems that can learn and adapt from their experience. Tom Dietterich Experience in the form of available data examples (also called as instances, samples) 6/25/14 Yanjun Qi / "UVA IntroducMon to 7 Engineering (ITE) Program"
8 BIG DATA CHALLENGES FOR MACHINE LEARNING 6/25/14 Yanjun Qi / "UVA IntroducMon to 8 Engineering (ITE) Program"
9 Large-Scale Machine Learning: SIZE MATTERS One thousand data instances One million data instances One billion data instances Those are not different numbers, those are different mindsets!!! One trillion data instances 6/25/14 Yanjun Qi / "UVA IntroducMon to 9 Engineering (ITE) Program"
10 Machine Learning is changing the WORLD 10 Many more! 6/25/14 Yanjun Qi / "UVA IntroducMon to Engineering (ITE) Program"
11 RELATED DISCIPLINES Artificial Intelligence Data Mining Probability and Statistics Information theory Numerical optimization Computational complexity theory Control theory (adaptive) Psychology (developmental, cognitive) Neurobiology Linguistics Philosophy 6/25/14 Yanjun Qi / "UVA IntroducMon to 11 Engineering (ITE) Program"
12 ROADMAP Machine Learning & Applications My Experience: A Personal Journey of Engineering Study 6/25/14 Yanjun Qi / "UVA IntroducMon to 12 Engineering (ITE) Program"
13 To Share Some Lessons learned / Choices made during my personal journey for studying engineering Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 13
14 1. Before College: Suggestion: Do not listen to certain comments, e.g., Girls are not good at math / Engineering / Science! IGNORE WRONG COMMENTS!!! Focusing on academic study Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 14
15 2. During College Just like the Olympics: the thrill of victory and the agony of defeat! I have learned that è failure is a good thing for your growth! Improve Yourself! (Professionally & Personally) Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 15
16 3. During Graduate Study Suggestion: Push the limit of yourself as much as you can Time management is KEY! Improve Yourself! (professionally) Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 16
17 4. After PhD: Love to continue research Industry Research vs. Academic Research? è So I did both!!! Aim to Use Technology to change the world Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 17
18 5. During PhD and after Work / Life Balance Working mommy moments Improve Yourself! (Personally) Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 18
19 Summary: Tailor Goals w.r.t. Experiences Why are you here? What do you want out of this job/ education? How can you get it? Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 19
20 Take-Home Message / Question? Question to Ask Yourself? What makes you feel very excited? What makes you feel wow my work has impact! What makes you feel I am so proud of myself! How do you picture yourself in 5 years, 10 years, 20 years,?? Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 20
21 Feel the fear and do it anyway! Confidence does not require perfection Great advice from CRA-W: Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 21
22 Career Planning Process Your Strengths (e.g., creativity, leadership, writing) Your Interests (e.g., people, math, science) Your Needs (e.g., income, growth, personal fulfillment) Identify Career Possibilities Occupational Outlook Summaries Networking, Internships, Job Shadowing, Volunteering CareerOneStop Job Summaries & Videos Evaluate/Select a Career 6/25/14 22 From College, Career and Life Planning Yanjun Qi / "UVA Introduction to Engineering (ITE) Program"
23 Great advice from CRA-W: do what you love and love what you do! Maintain a positive attitude learn from your mistakes (there will be many!) don t lose heart (or face) if denied all efforts you make at your own institution increases your marketability Maintain perspective make sure you enjoy your job/study! Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 23
24 QuesMons Yanjun Qi / "UVA Introduction to 6/25/14 Engineering (ITE) Program" 24
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