Machine Learning and Deep Learning Bootcamp

Valley Machine Learning and Artificial Intelligence (ValleyML.ai) is the most active and important community of ML & AI Companies and Start-ups, Data Practitioners, Executives and Researchers in the Silicon Valley. We have more than 18,000 active members.ValleyML.ai bring together business leaders and applied machine learning and deep learning practitioners. We collaborate with other non-profit professional organizations such as ACM, IEEE Silicon Valley CS/CAS/CIS/SPS/SSCS/RAS Chapters and other AI related organizations bringing a series of regularly planned events, seminars, conferences, and workshops.We plan to cover the state-of-the-art advancements in AI technology. Attendees for Valley ML “State of AI and ML” and Boot Camps get IEEE Certificates for Professional Development Hours. AI is in its currently nascent form of Artificial Narrow Intelligence and is the third era of computing. AI is becoming omnipresent in our daily routines set to usher in Fourth Industrial Revolution with unprecedented scale of changes in how we work and live. Amplifying our human intelligence with AI has the potential of helping humanity flourish like never before, if we (humans!) correctly apply our wisdom to managing AI to keep the technology beneficial. In a series of regularly planned events, we plan to cover the state-of-the art advances in AI technology. Our current and previous sponsors include UL, MINDBODY Inc. , SEMI, Intel, Western Digital, Texas Instruments, Google, Facebook, Cadence, Xilinx.

ValleyML.ai

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<H2 CLASS="MsoTitle">[ValleyML.ai] Machine Learning and Deep Learning Boot Camp</H2>
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Build a solid foundation of Machine Learning / Deep Learning principles and apply the techniques to real-world problems.
Learn the theoretical details of machine learning algorithms to the latest techniques in deep learning applications.
Create prototypes and build practical deep learning applications to solve real-world problems.
Receive IEEE PDH Certificate from IEEE Continuing Education.
<H2 CLASS="MsoNormal">Please see <A HREF="https://drive.google.com/file/d/1xjiqpf_w0sgHsoU-0NeTHMxCG02DlF-m/view?usp=sharing" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">this document</A> for the complete details of the boot camp, the topics covered and the bios of the instructors. </H2>
Schedule:
The Boot Camp consists of the following 8 workshops which cover fundamentals of machine learning to the latest advances of deep learning technologies and their applications:
<OL>
<LI><A HREF="#workshop1" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Essential Math, Python and Tensorflow for Machine Learning</A>                    (Thu, Aug 29,  4 pm – 9 pm)</LI>
<LI><A HREF="#workshop2" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Statistical Methods for Data Science</A>                                                      (Sat,  Aug 31, 10 am – 6 pm)</LI>
<LI><A HREF="#workshop3" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Classic Machine Learning</A>                                                                      (Thu, Sep 05, 4 pm – 9 pm)</LI>
<LI><A HREF="#workshop4" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning with CNN and Tensorflow</A>                                                (Thu, Sep 12, 4 pm – 9 pm)</LI>
<LI><A HREF="#workshop5" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Computer Vision Hands-on Workshop</A>                         (Thu, Sep 19, 4 pm – 9 pm)</LI>
<LI><A HREF="#workshop6" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Natural Language Processing Hands-on Workshop</A>       (Thu, Oct 03,  4 pm – 9 pm)</LI>
<LI><A HREF="#workshop7" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Robotics Hands-on Workshop</A>                                    (Thu, Oct 10,  4 pm – 9 pm)</LI>
<LI><A HREF="#workshop8" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Intelligent Video Analytics Hands-on Workshop</A>           (Thu, Oct 17,  4 pm – 9 pm)</LI>
</OL>
 
Location: Z-Park Silicon Valley, 4500 Great America Pkwy, Santa Clara, CA 95054 
 
Instructors:
Dr. Kiran Gunnam, IEEE Distinguished Speaker and Distinguished Engineer - Machine Learning & Computer Vision at Western Digital
Dr. Koji Seto, Chief Scientist, Apollo AI Inc.
Dr. Osso Vahabzadeh, Principal Research Scientist, Apollo AI Inc.
Dr. Tirthajyoti Sarkar, Senior Principal Technologist, ON Semiconductor
 
Registration/Pricing Info:
The Boot Camp is available to register as a complete course and also as a custom package of individual workshops. For instance, you can select "Any 5 workshops" ticket and then make choices for the course in the registration form. Please see <A HREF="https://drive.google.com/file/d/1A-_9GBYBTyWVq2UySkdukR0CThv3bDRa/view?usp=sharing" TARGET="_blank" TITLE="Workshop selection process" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">this document</A> for the details of the workshop selection process. An example list of packages is given below for "Any 5 courses" ticket based on target application courses as in the table below.
Discounts are available for ACM/IEEE members through the discount codes distributed through SFBayACM, IEEE and ValleyML.ai mailing lists. Early bird tickets last till the end of June. Regular registration period is from July 1st to August 22nd. Late registration starts from August 23rd.
<IMG ALT="Bootcamp schedule" SRC="https://cdn.evbuc.com/eventlogos/268874064/courseschedule.png">
Introduction:
As data sources proliferate along with the computing power to process them, going straight to the data is one of the most straightforward ways to quickly gain insights and make predictions. Machine learning brings together computer science and statistics to harness that predictive power. It’s a must-have skill for all aspiring data analysts and data scientists, or anyone else who wants to wrestle all that raw data into refined trends and predictions.
This is a training that will teach you the end-to-end process of investigating data through a machine-learning lens. It will teach you how to extract and identify useful features that best represent your data, a few of the most important machine learning algorithms, and how to evaluate the performance of your machine learning algorithms. In this Boot Camp, you will learn about the most effective machine learning techniques, and gain practice implementing them and getting them to work for yourself. More importantly, you'll learn about not only the theoretical underpinnings of learning, but also gain the practical knowledge needed to quickly and powerfully apply these techniques to new problems.
This series of workshops are focused on explaining the foundations and intuitions of machine learning / deep learning along with guided programming exercises and applying deep learning techniques to practical applications in Computer Vision, Natural Language Processing, Robotics, and Intelligent Video Analytics to solve real-world problems. In hands-on workshops, you will work on a project to create and deploy working applications.
 
Details:
Attendees would have access to course materials (presentations and programming exercises as well as video resources). Help would be available through Slack channels, which attendees can join through invitation and ask questions after each workshop. The topics covered in each workshop are described in detail below.
For hands-on workshops 5 - 8, you will have a chance to work on a 5-week project, which starts from the fourth week of October and ends in the third week of November. The project instructions are provided every week according to the schedules in the table below. We have office hours right after the instructions so that you can ask questions and/or work on your project. The remote access to the instructions would be available through WebEX. The recorded instruction videos would also be available along with video resources through Thinkific (<A HREF="https://www.thinkific.com/" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">https://www.thinkific.com/</A>). Help would also be available through Slack channel, which attendees can join through invitation and ask questions during 5 weeks for each project. Attendees will receive the feedback from instructors for each competed project.
Project for Hands-on Workshop
Instructions / Office hours
5. <A HREF="#workshop5" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Computer Vision Hands-on Workshop</A>
Mondays (Oct 21st – Nov 18), 6 PM – 8 PM
6. <A HREF="#workshop6" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Natural Language Processing Hands-on Workshop</A>
Tuesdays (Oct 22nd – Nov 19), 6 PM – 8 PM
7.<A HREF="#workshop7" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Robotics Hands-on Workshop</A>
Wednesdays (Oct 23rd – Nov 20), 6 PM – 8 PM
8.<A HREF="#workshop8" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Deep Learning for Intelligent Video Analytics Hands-on Workshop</A>
Thursdays (Oct 24 – Nov 21), 6 PM – 8 PM
 
Target Audiences:
Engineers, researchers, practitioners and students who are interested in data science, machine learning, convolutional neural networks, recurrent neural networks, reinforcement learning and their real-time production deployment. This workshop series will particularly benefit people who intend to develop machine learning techniques and applications that can keep improving themselves after seeing more and diverse data to achieve intelligence and/or wants to pursue a career in data science, machine learning, and artificial intelligence.
 
FAQs:
Given that there are several free resources available on web for machine learning and deep learning, why do I need to take this course?
While many materials are available online, it is difficult to find the right materials for your learning goal and sometimes even hard to know where to start. Some of them are unstructured and do not have the quality and rigor needed for educational program. This course offers comprehensive coverage of materials from fundamentals to advanced topics including hands-on practices for a specific application such as computer vision, natural language processing, robotics and video analytics. The whole course consists of 8 individual workshops and is organized in such a way that you can learn effectively for your goal. You have a choice to take a complete course, a course for a specific target application or an individual workshop depending on your needs.
How can I select a workshop or multiple workshops during the registration process?
The Boot Camp is available to register as a complete course and also as a custom package of individual workshops. For instance, you can select "Any 5 workshops" ticket and then make choices for the course in the registration form. Please see <A HREF="https://drive.google.com/file/d/1A-_9GBYBTyWVq2UySkdukR0CThv3bDRa/view?usp=sharing" TARGET="_blank" TITLE="Workshop selection process" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">this document</A> for the details of the workshop selection process.
What are the materials that are provided to the attendees?
Course slides in PDF and other workshop materials will be shared with registered attendees. In addition, programming examples/exercises are also provided as Jupyter notebooks 5-days before the course so that attendees can run them from their browser using <A HREF="https://colab.research.google.com/notebooks/welcome.ipynb" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">Google Colaboratory</A> (a hosted Jupyter notebook environment that is free to use and requires no setup).
<H3>Will the attendees get IEEE Certificate for Professional Development Hours for this event? </H3>
Yes. This event is reviewed and approved by IEEE continuing Education. Please contact us at the email from which your Eventbrite registration ticket is sent. Apollo AI, who is an approved IEEE Certificate Provider, is working with IEEE (https://www.ieee.org/education/continuing-education.html) to provide this. We will send instructions to the attendees after the course on the form that need to be filled. An example of IEEE Certificate is provided here:
<IMG ALT="IEEE PDH Certificate" SRC="https://cdn.evbuc.com/eventlogos/268874064/ieeepdhcertificate.jpg">
 
IEEE Certificates guarantee that education program meets IEEE standards, and offers some of the most relevant content that engineers need to stay ahead.
 IEEE Certificates will help technical professionals:
<UL>
<LI CLASS="MsoNormal">Gain a competitive advantage</LI>
<LI CLASS="MsoNormal">Update their knowledge and skills</LI>
<LI CLASS="MsoNormal">Build professional credibility</LI>
<LI CLASS="MsoNormal">Earn the CEUs/PDHs they need to keep their licenses current</LI>
</UL>
A not-for-profit organization, IEEE is the world’s largest technical professional organization dedicated to advancing technology for the benefit of humanity.
Please see this <A HREF="https://www.ieee.org/education/certificates/ceus-faqs.html" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">https://www.ieee.org/education/certificates/ceus-faqs.html</A> for more information on IEEE Certificates.
What do I need to bring into the event for each Workshop?
You want to bring a laptop with the provided Course slides in PDF and Jupyter notebook examples along with your favorite browser.
I purchased  "Any 5 workshops"  ticket and it mentions all the courses I selected. However, the ticket mentions only 1 day (8/29). Is the ticket valid for all the workshops listed on my ticket. 
Sorry for the confusion - it has to do with how eventbrite handles multi-day events. Yes, the ticket is valid for a all the workshops listed on your ticket. 
I purchased  "All 8 workshops (complete package)"  ticket.  However, the ticket mentions only 1 day (8/29). Is the ticket valid for all the workshops? 
Sorry for the confusion - it has to do with how eventbrite handles multi-day events. Yes, the ticket is valid for a all the 8 workshops. 
<H3>What is ValleyML.ai? </H3>
Valley Machine Learning and Artificial Intelligence (ValleyML.ai) is the most active and important community of ML & AI Companies and Start-ups, Data Practitioners, Executives and Researchers in the Silicon Valley. ValleyML.ai bring together business leaders and applied machine learning and deep learning practitioners. We collaborate with other non-profit professional organizations such as SF Bay ACM, IEEE Silicon Valley AI/CS/CAS/ITSoC/RAS/SSCS Chapters and other AI related organizations bringing a series of regularly planned events, seminars, conferences, and workshops. We plan to cover the state-of-the-art advancements in AI technology. We have free tickets for IEEE/ACM students, members in transition and discounted tickets for IEEE/ACM members. Events sponsored by corporations or organizations may charge the attendee fees to cover the expenses (such as venue, refreshments, speaker fees, preparation fees for course materials and software, revenue sharing with other non-profits such as SF Bay ACM who helps on publicity) associated with the event. Attendees for most of the workshops get IEEE Certificates for Professional Development Hours if the courses are organized by Approved Provider of IEEE Certificates. Each event would be financially sponsored and organized by a corporation or an organization working on ML/AI. ValleyML.ai focuses on designing the overall technical program and the speaker selection. Please see our past events at <A HREF="https://www.valleyml.ai/past-events" TARGET="_blank" DATA-MSYS-CLICKTRACK="0" REL="nofollow noopener noreferrer">https://www.valleyml.ai/past-events</A>

Z-Park Silicon Valley

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Machine Learning and Deep Learning Bootcamp

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Machine Learning and Deep Learning Bootcamp

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