Creation of portfolio website on Github to boost the learners’ career persona
Tool Covered for Data Science & Machine Learning
Data Science is the field which deals with large data and convert it into valuable information with the help of scientific principles and advanced analytical techniques where as machine learning is a subfield of data science and in which the systems can learn from data, identify patterns and make decisions with minimal human involvement.
Skills You Will Learn
Coding Skills & Programming
Foundations of Data Science/ Python for Data Science
Spectral Clustering, Components, and Embeddings
Module 1 : Foundations of Data Science/ Python for Data Science
Stats for Data Science
Module 2 : Making Sense of Unstructured Data Introduction
What is unsupervised learning, and why is it challenging?
Examples of unsupervised learning
What is Clustering?
When to use Clustering
The K-means algorithm
How to evaluate Clustering
Beyond K-means: What really makes a Cluster?
Beyond K-means: Other notions of distance
Beyond K-means: Data and pre-processing
Beyond K-means: Big data and Nonparametric Bayes
Spectral Clustering, Components, and Embeddings
What if we do not have features to describe the data or not all are meaningful?
Finding the principal components in data and applications
The magic of Eigenvectors I
Clustering in Graphs and Networks
Features from graphs: The magic of Eigenvectors II
Embeddings: New features and their meaning
Module 3 : Regression and Prediction
MasterClass on Regression and Prediction
Classical Linear and Non-Linear Regression and Extensions
Linear Regression with one and several variables
Linear Regression for prediction
Linear Regression for causal inference
Logistic and other types of Non-Linear Regression
Modern Regression with High-Dimensional Data
Making good predictions with high-dimensional data; avoiding overfitting by validation and cross-validation
Regularization by Lasso, Ridge, and their modifications
Regression Trees, Random Forest, Boosted Trees
The Use of Modern Regression for Causal Inference
Randomized control trials
Observational studies with confounding
Module 4 : Classification and Hypothesis Testing
What are anomalies? What is fraud? What are spams?
Interpretation and Definitions
The words of which the initial letter is capitalized have meanings defined under the following conditions. The following definitions shall have the same meaning regardless of whether they appear in singular
or in plural.
Account means a unique account created for You to access our Service or parts of our Service.
Company (referred to as either "the Company", "We", "Us" or "Our" in this Agreement) refers to Snable Private Limited, Second Floor, Besides Shetkari Bhandar, Ring Rd, Vyankatesh Nagar, Kotwal Nagar,
Khamla, Nagpur, Maharashtra 440022.
Cookies are small files that are placed on Your computer, mobile device or any other device by a website, containing the details of Your browsing history on that website among its many uses.
Country refers to: Maharashtra, India
Device means any device that can access the Service such as a computer, a cellphone or a digital tablet.
Personal Data is any information that relates to an identified or identifiable individual.
Service refers to the Website.
Service Provider means any natural or legal person who processes the data on behalf of the Company. It refers to third-party companies or individuals employed by the Company to facilitate the Service,
to provide the Service on behalf of the Company, to perform services related to the Service or to assist the Company in analyzing how the Service is used.
Usage Data refers to data collected automatically, either generated by the use of the Service or from the Service infrastructure itself (for example, the duration of a page visit).
You means the individual accessing or using the Service, or the company, or other legal entity on behalf of which such individual is accessing or using the Service, as applicable.
Collecting and Using Your Personal Data
Types of Data Collected
While using Our Service, We may ask You to provide Us with certain personally identifiable information that can be used to contact or identify You. Personally identifiable information may include, but is not
First name and last name
Address, State, Province, ZIP/Postal code, City
Usage Data is collected automatically when using the Service.
Usage Data may include information such as Your Device's Internet Protocol address (e.g. IP address), browser type, browser version, the pages of our Service that You visit, the time and date of Your visit,
the time spent on those pages, unique device identifiers and other diagnostic data. When You access the Service by or through a mobile device, We may collect certain information automatically, including, but
not limited to, the type of mobile device You use, Your mobile device unique ID, the IP address of Your mobile device, Your mobile operating system, the type of mobile Internet browser You use, unique device
identifiers and other diagnostic data.
We may also collect information that Your browser sends whenever You visit our Service or when You access the Service by or through a mobile device.
Tracking Technologies and Cookies
and to improve and analyze Our Service. The technologies We use may include:
Cookies or Browser Cookies. A cookie is a small file placed on Your Device. You can instruct Your browser to refuse all Cookies or to indicate when a Cookie is
Flash Cookies. Certain features of our Service may use local stored objects (or Flash Cookies) to collect and store information about Your preferences or Your
activity on our Service. Flash Cookies are not managed by the same browser settings as those used for Browser Cookies.
Web Beacons. Certain sections of our Service and our emails may contain small electronic files known as web beacons (also referred to as clear gifs, pixel tags,
and single-pixel gifs) that permit the Company, for example, to count users who have visited those pages or opened an email and for other related website statistics (for example, recording the
popularity of a certain section and verifying system and server integrity).
Cookies can be "Persistent" or "Session" Cookies. Persistent Cookies remain on Your personal computer or mobile device when You go offline, while Session Cookies are deleted as soon as You close Your web
We use both Session and Persistent Cookies for the purposes set out below:
Necessary / Essential Cookies
Type: Session Cookies
Administered by: Us
Purpose: These Cookies are essential to provide You with services available through the Website and to enable You to use some of its features. They help to authenticate users and prevent fraudulent use of
user accounts. Without these Cookies, the services that You have asked for cannot be provided, and We only use these Cookies to provide You with those services.
Cookies Policy / Notice Acceptance Cookies
Type: Persistent Cookies
Administered by: Us
Type: Persistent Cookies
Administered by: Us
Purpose: These Cookies allow us to remember choices You make when You use the Website, such as remembering your login details or language preference. The purpose of these Cookies is to provide You with a more
personal experience and to avoid You having to re-enter your preferences every time You use the Website.
Use of Your Personal Data
The Company may use Personal Data for the following purposes:
To provide and maintain our Service, including to monitor the usage of our Service.
To manage Your Account: to manage Your registration as a user of the Service. The Personal Data You provide can give You access to different functionalities of
the Service that are available to You as a registered user.
For the performance of a contract: the development, compliance and undertaking of the purchase contract for the products, items or services You have purchased
or of any other contract with Us through the Service.
To contact You: To contact You by email, telephone calls, SMS, or other equivalent forms of electronic communication, such as a mobile application's push
notifications regarding updates or informative communications related to the functionalities, products or contracted services, including the security updates, when necessary or reasonable for their
To provide You with news, special offers and general information about other goods, services and events which we offer that are similar to those that you have
already purchased or enquired about unless You have opted not to receive such information.
To manage Your requests: To attend and manage Your requests to Us.
For business transfers: We may use Your information to evaluate or conduct a merger, divestiture, restructuring, reorganization, dissolution, or other sale or
transfer of some or all of Our assets, whether as a going concern or as part of bankruptcy, liquidation, or similar proceeding, in which Personal Data held by Us about our Service users is among the
For other purposes: We may use Your information for other purposes, such as data analysis, identifying usage trends, determining the effectiveness of our
promotional campaigns and to evaluate and improve our Service, products, services, marketing and your experience.
We may share Your personal information in the following situations:
With Service Providers: We may share Your personal information with Service Providers to monitor and analyze the use of our Service, to contact You.
For business transfers: We may share or transfer Your personal information in connection with, or during negotiations of, any merger, sale of Company assets,
financing, or acquisition of all or a portion of Our business to another company.
include Our parent company and any other subsidiaries, joint venture partners or other companies that We control or that are under common control with Us.
With business partners: We may share Your information with Our business partners to offer You certain products, services or promotions.
With other users:when You share personal information or otherwise interact in the public areas with other users, such information may be viewed by all users and
may be publicly distributed outside.
With Your consent: We may disclose Your personal information for any other purpose with Your consent.
Retention of Your Personal Data
our legal obligations (for example, if we are required to retain your data to comply with applicable laws), resolve disputes, and enforce our legal agreements and policies.
The Company will also retain Usage Data for internal analysis purposes. Usage Data is generally retained for a shorter period of time, except when this data is used to strengthen the security or to improve
the functionality of Our Service, or We are legally obligated to retain this data for longer time periods.
Transfer of Your Personal Data
Your information, including Personal Data, is processed at the Company's operating offices and in any other places where the parties involved in the processing are located. It means that this information may
be transferred to — and maintained on — computers located outside of Your state, province, country or other governmental jurisdiction where the data protection laws may differ than those from Your
organization or a country unless there are adequate controls in place including the security of Your data and other personal information.
Disclosure of Your Personal Data
If the Company is involved in a merger, acquisition or asset sale, Your Personal Data may be transferred. We will provide notice before Your Personal Data is transferred and becomes subject to a different
Under certain circumstances, the Company may be required to disclose Your Personal Data if required to do so by law or in response to valid requests by public authorities (e.g. a court or a government
Other legal requirements
The Company may disclose Your Personal Data in the good faith belief that such action is necessary to:
Comply with a legal obligation
Protect and defend the rights or property of the Company
Prevent or investigate possible wrongdoing in connection with the Service
Protect the personal safety of Users of the Service or the public
Protect against legal liability
Security of Your Personal Data
The security of Your Personal Data is important to Us, but remember that no method of transmission over the Internet, or method of electronic storage is 100% secure. While We strive to use commercially
acceptable means to protect Your Personal Data, We cannot guarantee its absolute security.
Our Service does not address anyone under the age of 13. We do not knowingly collect personally identifiable information from anyone under the age of 13. If You are a parent or guardian and You are aware that
Your child has provided Us with Personal Data, please contact Us. If We become aware that We have collected Personal Data from anyone under the age of 13 without verification of parental consent, We take
steps to remove that information from Our servers.
If We need to rely on consent as a legal basis for processing Your information and Your country requires consent from a parent, We may require Your parent's consent before We collect and use that information.
Links to Other Websites
Our Service may contain links to other websites that are not operated by Us. If You click on a third party link, You will be directed to that third party's site. We strongly advise You to review the Privacy
Policy of every site You visit.
We have no control over and assume no responsibility for the content, privacy policies or practices of any third party sites or services.