What will you learn?<\/strong><\/p>\n <\/p>\n
\u25cf <\/span>Descriptive statistics<\/p>\n\u25cf <\/span>A bit of history, why statistics is \u2018hot\u2019 today, a few examples<\/p>\n\u25cf <\/span>Central tendency, dispersion measures, other simple descriptive measures<\/p>\n\u25cf <\/span>Bi-variate statistics, correlation, plotting<\/p>\n\u25cf <\/span>Probability, random variables, probability distributions,<\/p>\n\u25cf <\/span>Exploratory data analysis (EDA) example using descriptive stats<\/p>\n <\/p>\n
\u25cf <\/span>Inferential statistics<\/p>\n\u25cf <\/span>Estimation, inference, confidence interval<\/p>\n\u25cf <\/span>Hypothesis testing, p-values, statistical significance<\/p>\n\u25cf <\/span>Type-I\/Type-II errors, nature of statistical learning, difference from ML<\/p>\n\u25cf <\/span>Comparing means, t-test, ANOVA<\/p>\n <\/p>\n
\u25cf <\/span>Application in machine learning\/data science<\/p>\n\u25cf <\/span>Linear regression, posing linear regression as statistical inference problem<\/p>\n\u25cf <\/span>Logistic regression, inference<\/p>\n\u25cf <\/span>Naive Bayes classification, maximum likelihood estimation<\/p>\n\u25cf <\/span>K-means clustering, expectation-maximization (E-M), Gaussian mixture model (GMM)<\/p>\n[\/vc_column_text]<\/div>[vc_column_text]Start learning the Statistical Modeling for Data Science with outside of business hours schedule!<\/p>\n
The 12 hours of schedule is as follows:<\/p>\n
<\/p>\n
February 13 \u2013 20 \u2013 27 and March 5
\nThursdays, from 6:30 pm to 9:30 pm[\/vc_column_text]<\/div>
[vc_column_text]The venue for the bootcamp is Magnimind Academy Sunnyvale Campus: 830 Stewart Dr #182, Sunnyvale, CA 94085. The capacity is limited to 20 people.[\/vc_column_text]<\/div>
[vc_column_text]Statistical Modeling for Data Science Mini Bootcamp is now also available online. Anyone who wants to attend this mini bootcamp can join online live webinars where the same course content will be taught. Online sessions will be distributed through zoom conferences. Students will have access to the screen of the instructor, external camera showing class atmosphere, whiteboard, and be able to ask questions through chat. You may attend this mini bootcamp no matter where you are.[\/vc_column_text]<\/div>
[vc_column_text]
Tuition fee<\/b><\/p>\n <\/p>\n
Statistical Modeling for Data Science Mini Bootcamp has a $300 tuition fee.
\nFor the \u201cEarly Bird\u201d applicants (January 15<\/span> \u2013 February 6), the tuition fee is $250.<\/span><\/p>\n <\/p>\n
Payment process<\/b><\/p>\n
<\/p>\n
After you finish filling your application form, the website will direct you to the payment page. There, you can select available payment options.<\/p>\n
<\/p>\n
Cancellation<\/b><\/p>\n
<\/p>\n
If you\u2019re not satisfied with the course you may cancel your application.\u00a0<\/span>[\/vc_column_text]<\/div>[vc_column_text]
Course Application<\/b><\/p>\n <\/p>\n
The application process starts at magnimindacademy.com. You can view the course pages and learn more about your intended course. You can apply by clicking the \u201cBuy now\u201d button and then fill out the application form.[\/vc_column_text]<\/div>
[vc_column_text]Dr. Tirthajyoti Sarkar works as a Sr. Principal Engineer at ON Semiconductor developing cutting-edge semiconductor and power electronics technology and applying AI and machine learning techniques to related problems. He serves as an associate editor of
Towards Data Science<\/strong>, the most wide-reaching online publication platform in data science and machine learning. Tirthajyoti regularly conducts tutorials and workshops on hands-on machine learning and data analytics along with IEEE and ACM societies in the Bay area. His book on \u201cData wrangling with Python<\/strong>\u201d was well received in the community and he is working on a second book \u201cHands-on Mathematics for Data Scientists<\/strong>\u201d. He has also published multiple open-source software packages in the domain of data science and statistical modeling. Tirthajyoti holds a Ph.D. from University of Illinois. He is a senior member of IEEE, owner of multiple U.S. patents, and has published numerous papers in top international journal and publications.[\/vc_column_text]<\/div><\/div>[\/vc_column][\/vc_row]\n<\/div>","protected":false},"excerpt":{"rendered":"[vc_row][vc_column width=”1\/4″][\/vc_column][vc_column width=”3\/4″][\/vc_column][\/vc_row][vc_row][vc_column css=”.vc_custom_1532675419863{padding-right: 0px !important;padding-left: 0px !important;}”][vc_empty_space height=”23px”][vc_single_image image=”11422″ img_size=”full”][vc_empty_space height=”20px”][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":1464,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"_mi_skip_tracking":false,"footnotes":""},"class_list":["post-10234","page","type-page","status-publish","hentry"],"yoast_head":"\n
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