Udacity – Artificial Intelligence for Trading Nanodegree Programs

What You Will Study
Syllabus
Quantitative Trading

Study the fundamentals of quantitative evaluation, together with knowledge processing, buying and selling sign era, and portfolio administration. Use Python to work with historic inventory knowledge, develop buying and selling methods, and assemble a multi-issue mannequin with optimization.

Cover particulars

Estimated 6 months to finish

Primary Quantitative Trading

Find out about market mechanics and how you can generate alerts with inventory knowledge. Work on creating a momentum-buying and selling technique in your first mission.
Trading with momentum
Superior Quantitative Trading

Study the quant workflow for sign era, and apply superior quantitative strategies generally utilized in buying and selling.
Breakout Technique
Shares, Indices, and ETFs

Find out about portfolio optimization, and monetary securities shaped by shares, together with market indices, vanilla ETFs, and Sensible Beta ETFs.
Sensible Beta and Portfolio Optimization
Issue Investing and Alpha Analysis

Find out about alpha and threat components, and assemble a portfolio with superior optimization methods.
Alpha Analysis and Issue Modeling
Sentiment Evaluation with Pure Language Processing

Study the basics of textual content processing, and analyze company filings to generate sentiment-primarily based buying and selling alerts.
Sentiment Evaluation utilizing NLP
Superior Pure Language Processing with Deep Studying

Study to use deep studying in quantitative evaluation and use recurrent neural networks and lengthy brief-time period reminiscence to generate buying and selling alerts.
Deep Neural Community with Information Information
Combining A number of Indicators

Study superior methods to pick out and mix the components you’ve generated from each conventional and various knowledge.
Mix Indicators for Enhanced Alpha
Simulating Trades with Historic Information

Get instantly obtain Udacity – Artificial Intelligence for Trading Nanodegree Programs

Study to refine buying and selling alerts by operating rigorous again checks. Monitor your P&L whereas your algorithm buys and sells.
Backtesting

Want to arrange?

New to Python programming? Take a look at our free Intro to Information Evaluation course.

Have to refresh your statistical and algebra data? Take a look at our free Intro to Statistics and Linear Algebra programs.
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Information-pushed investments have doubled in 5 years, to $1 trillion in 2018.
All Our Programs Embody

Actual-world tasks from trade consultants

Actual-world tasks from trade consultants
With actual world tasks and immersive content material in-built partnership with high tier firms, you’ll grasp the tech abilities firms need.
Technical mentor assist

Technical mentor assist
Our educated mentors information your studying and are centered on answering your questions, motivating you and maintaining you on observe.
Private profession coach and profession companies

Private profession coach and profession companies
You’ll have entry to profession teaching classes, interview prep recommendation, and resume and on-line skilled profile critiques that can assist you develop in your profession.
Versatile studying program

Versatile studying program
Get a customized studying plan tailor-made to suit your busy life. Study at your personal tempo and attain your private targets on the schedule that works greatest for you.
Program Choices
Enrollment consists of:
Class content material
Content material co-created with WorldQuant
Actual-world tasks
Venture critiques
Venture suggestions from skilled reviewers
Scholar Companies
Technical mentor assist
New
Scholar neighborhood
Improved
Profession companies
Private profession teaching
New
Interview preparations
Resume companies
Github evaluate
LinkedIn profile evaluate
Succeed with Personalised Companies
We offer companies custom-made for your wants at each step of your studying journey to make sure your success!
Skilled Venture Reviewers
Technical Mentor Help
Private Profession Coach
Get customized suggestions in your tasks
Evaluations By the numbers
2000+ mission reviewers
1.8M tasks reviewed
4.85/5 reviewer scores
3 hour avg mission evaluate turnaround time
Reviewer Companies

Personalised suggestions
Limitless submissions and suggestions loops
Sensible suggestions and trade greatest practices
Further advised sources to enhance

Study with the very best
Cindy Lin
Cindy Lin

Curriculum Lead

Cindy is a quantitative analyst with expertise working for monetary establishments resembling Financial institution of America Merrill Lynch, Morgan Stanley, and Ping An Securities. She has an MS in Computational Finance from Carnegie Mellon College.
Arpan Chakraborty
Arpan Chakraborty

Teacher

Arpan is a pc scientist with a PhD from North Carolina State College. He teaches at Georgia Tech (inside the Masters in Laptop Science program), and is a coauthor of the e book Sensible Graph Mining with R.
Elizabeth Otto Hamel
Elizabeth Otto Hamel

Teacher

Elizabeth acquired her PhD in Utilized Physics from Stanford College, the place she used optical and analytical methods to check exercise patterns of enormous ensembles of neurons. She previously taught knowledge science at The Information Incubator.
Eddy Shyu
Eddy Shyu

Teacher

Eddy has labored at BlackRock, Thomson Reuters, and Morgan Stanley, and has an MS in Monetary Engineering from HEC Lausanne. Eddy taught knowledge analytics at UC Berkeley and contributed to Udacity’s Self-Driving Automobile program.
Brok Bucholtz
Brok Bucholtz

Teacher

Brok has a background of over 5 years of software program engineering expertise from firms like Optimum Blue. Brok has constructed Udacity tasks for the Self Driving Automobile, Deep Studying, and AI Nanodegree packages.
Parnian Barekatain
Parnian Barekatain

Teacher

Parnian is a self-taught AI programmer and researcher. Beforehand, she interned at OpenAI on multi-agent Reinforcement Studying and arranged the primary OpenAI hackathon. She additionally runs a ShannonLabs fellowship to assist the subsequent era of unbiased researchers.
Juan Delgado
Juan Delgado

Content material Developer

Juan is a computational physicist with a Masters in Astronomy. He’s ending his PhD in Biophysics. He beforehand labored at NASA creating area devices and writing software program to investigate massive quantities of scientific knowledge utilizing machine studying methods.
Luis Serrano
Luis Serrano

Teacher

Get instantly obtain Udacity – Artificial Intelligence for Trading Nanodegree Programs

Luis was previously a Machine Studying Engineer at Google. He holds a PhD in arithmetic from the College of Michigan, and a Postdoctoral Fellowship on the College of Quebec at Montreal.
Cezanne Camacho
Cezanne Camacho

Curriculum Lead

Cezanne is a machine studying educator with a Masters in Electrical Engineering from Stanford College. As a former researcher in genomics and biomedical imaging, she’s utilized machine studying to medical diagnostic purposes.
Mat Leonard
Mat Leonard

Teacher

Mat is a former physicist, analysis neuroscientist, and knowledge scientist. He did his PhD and Postdoctoral Fellowship on the College of California, Berkeley.
High Scholar Evaluations
4.6

(350)
Eduardo P.

I cherished this system. The primary 3 tasks had been very fundamental, however every part after mission 4 was nice. You get launched to alpha analysis, portfolio optimization and backtesting. In a number of the tasks you utilize Zipline, Quantopian’s open supply library. Whereas after all, it is not anticipated for them to supply buying and selling methods to you, the purposes of AI to buying and selling appear related. You employ neural networks, NLP, and random forests, amongst different fashions, in methods which might be appliable to actual buying and selling analysis. Many of the instructors from Udacity do an excellent job explaining the programs ideas, each principle and programming. The primary 3 tasks contact some topics very briefly and with out a lot depth, which was a bit disappointing, however comprehensible due to the breath of information required for Quantitative Trading. The tempo after mission 4 picks up significantly although, and also you get a difficult sequence with many topics and approaches that had been new for me, in addition to ideas to deepen your data. The instructors they introduced from the trade had been wonderful too.
Hsin-Wen C.

I acquired plenty of nice recommendation from Udacity reviewers which I have never organized a time to proceed to arrange mission portfolio video demo with the critiques. And I ought to write every mission a readme to show what I do know and communicate for every mission, I work via. It matched my want within the a part of the therapeutic of my coronary heart and soul like a pet, sleep, meditation and Godzilla and the machine studying part give me plenty of raise. It is about Thanksgiving, I need to inform Udacity thanks for guiding me to enroll this Nanodegree program :D! It’s tremendous price this journey. I’ve an incredible life throughout this Nanodegree program.
Anunay b.

Its an incredible program, I already knew a lot of the issues from the AI Algorithms part however the Quantitative Trading part helped me perceive how inventory markets function and how you can generate profits (LOL). I initially had virtually no understanding about shares and now i’m assured sufficient to make a correct inventory portfolio and calculate the dangers and anticipated volatility to assist myself make investments cash higher. Thanks Instructors !!
Frank Salvador Y.

Up to now, this system goes very nicely. I might have most popular a better depth within the utility of Machine Studying from the start (as a result of my intermediate stage in that area). Nevertheless, I perceive that not all college students have the identical stage and that they want some coaching, particularly in monetary issues. Besides for that element, I like how the Nanodegree is structured.
SANGEET MOY D.

Effectively, this has been the very best factor that occurred to me in the course of the COVID-19 outbreak as I am fully remoted and do business from home with no human interplay. Being a Quant at a analysis lab myself, the Half-I of this nanodegree has been an incredible refresher for me making it straightforward to glide via the tasks. Let’s examine what Half-II has in retailer for me.
Hailu T.

Get instantly obtain Udacity – Artificial Intelligence for Trading Nanodegree Programs

This system is of to an incredible begin. I’ve already discovered about methods resembling resampling to have a inventory market knowledge view of specified frequency, figuring out shares for lengthy and brief buying and selling, use statistical evaluation (t-check) to find out if a portfolio ends in a constructive return. I am unable to wait to be taught extra within the up coming matters.

Learn extra right here: http://archive.is/oj6ne