Data Science Training by Experts

;

Our Training Process

Data Science - Syllabus, Fees & Duration

MODULE 1

  • The Data Science Process
  • Apply the CRISP-DM process to business applications
  • Wrangle, explore, and analyze a dataset
  • Apply machine learning for prediction
  • Apply statistics for descriptive and inferential understanding
  • Draw conclusions that motivate others to act on your results

MODULE 2

  • Communicating with Stakeholders
  • Implement best practices in sharing your code and written summaries
  • Learn what makes a great data science blog
  • Learn how to create your ideas with the data science community

MODULE 3

  • Software Engineering Practices
  • Write clean, modular, and well-documented code
  • Refactor code for efficiency
  • Create unit tests to test programs
  • Write useful programs in multiple scripts
  • Track actions and results of processes with logging
  • Conduct and receive code reviews

MODULE 4

  • Object Oriented Programming
  • Understand when to use object oriented programming
  • Build and use classes
  • Understand magic methods
  • Write programs that include multiple classes, and follow good code structure
  • Learn how large, modular Python packages, such as pandas and scikit-learn, use object oriented programming
  • Portfolio Exercise: Build your own Python package

MODULE 5

  • Web Development
  • Learn about the components of a web app
  • Build a web application that uses Flask, Plotly, and the Bootstrap framework
  • Portfolio Exercise: Build a data dashboard using a dataset of your choice and deploy it to a web application

MODULE 6

  • ETL Pipelines
  • Understand what ETL pipelines are
  • Access and combine data from CSV, JSON, logs, APIs, and databases
  • Standardize encodings and columns
  • Normalize data and create dummy variables
  • Handle outliers, missing values, and duplicated data
  • Engineer new features by running calculations • Build a SQLite database to store cleaned data

MODULE 7

  • Natural Language Processing
  • Prepare text data for analysis with tokenization, lemmatization, and removing stop words
  • Use scikit-learn to transform and vectorize text data
  • Build features with bag of words and tf-idf
  • Extract features with tools such as named entity recognition and part of speech tagging
  • Build an NLP model to perform sentiment analysis

MODULE 8

  • Machine Learning Pipelines
  • Understand the advantages of using machine learning pipelines to streamline the data preparation and modeling process
  • Chain data transformations and an estimator with scikit learns Pipeline
  • Use feature unions to perform steps in parallel and create more complex workflows
  • Grid search over pipeline to optimize parameters for entire workflow
  • Complete a case study to build a full machine learning pipeline that prepares data and creates a model for a dataset

MODULE 9

  • Experiment Design
  • Understand how to set up an experiment, and the ideas associated with experiments vs. observational studies
  • Defining control and test conditions
  • Choosing control and testing groups

MODULE 10

  • Statistical Concerns of Experimentation
  • Applications of statistics in the real world
  • Establishing key metrics
  • SMART experiments: Specific, Measurable, Actionable, Realistic, Timely

MODULE 11

  • A/B Testing
  • How it works and its limitations
  • Sources of Bias: Novelty and Recency Effects
  • Multiple Comparison Techniques (FDR, Bonferroni, Tukey)
  • Portfolio Exercise: Using a technical screener from Starbucks to analyze the results of an experiment and write up your findings

MODULE 12

  • Introduction to Recommendation Engines
  • Distinguish between common techniques for creating recommendation engines including knowledge based, content based, and collaborative filtering based methods.
  • Implement each of these techniques in python.
  • List business goals associated with recommendation engines, and be able to recognize which of these goals are most easily met with existing recommendation techniques.

MODULE 13

  • Matrix Factorization for Recommendations
  • Understand the pitfalls of traditional methods and pitfalls of measuring the influence of recommendation engines under traditional regression and classification techniques.
  • Create recommendation engines using matrix factorization and FunkSVD
  • Interpret the results of matrix factorization to better understand latent features of customer data
  • Determine common pitfalls of recommendation engines like the cold start problem and difficulties associated with usual tactics for assessing the effectiveness of recommendation engines using usual techniques, and potential solutions.

Download Syllabus - Data Science
This syllabus is not final and can be customized as per needs/updates
 
10000+
20+
50+
25+

Data Science Jobs in Houston

Enjoy the demand

Find jobs related to Data Science in search engines (Google, Bing, Yahoo) and recruitment websites (monsterindia, placementindia, naukri, jobsNEAR.in, indeed.co.in, shine.com etc.) based in Houston, chennai and europe countries. You can find many jobs for freshers related to the job positions in Houston.

  • Data Scientist
  • Data Analyst
  • Data Engineer
  • Data Storyteller
  • Machine Learning Scientist
  • Machine Learning Engineer
  • Business Intelligence Developer
  • Database Administrator
  • ML Engineer
  • Computer Vision Engineer

Data Science Internship/Course Details

Data Science internship jobs in Houston
Data Science This finest Data Science course was built with the needs of businesses in mind when it comes to the field of Data Science. Effectively analyze both organized and unstructured data Create strategies to address company issues. Create data strategies with the help of team members and leaders. Creative thinking, problem-solving skills, curiosity, and a drive to learn about and investigate industry trends and development, as well as teamwork, are among the soft skills required by data scientists. There are numerous reasons why you should take this course. This curriculum prepares you to work in a variety of Data Science professions and earn top-dollar wages. To find trends and patterns, use algorithms and modules. Data Science provides a diverse set of tools for analyzing data from a range of sources, including financial records, multimedia files, marketing forms, sensors, and text files. A Data Scientist is a highly skilled someone with advanced mathematical, statistical, scientific, analytical, and technical abilities who can prepare, clean, and validate organized and unstructured data for industries to utilize in making better decisions. A data scientist is a person who uses a variety of procedures, methods, systems, and algorithms to analyze data to provide actionable insights.

Meet a Few of our Industry Experts 🚀 Your Pathway to IT Career

Sajith

Mobile: +91 89210 61945
Location: Kerala, Online (Houston)
Qualification: BCA , Cyber Security Professional

Experience: I have 3 months of internship from comprinno techinologies and have AWS certified cloud practitioner certification and my skills are  more..

Dineshkumar

Mobile: +91 91884 77559
Location: Coimbatore, Online (Houston)
Qualification: BE

Experience: Dear Sir Madam Good Morning I am writing to express my interest in the Manual Tester position at your company  more..

Mahesh

Mobile: +91 89210 61945
Location: Uttar Pradesh, Online (Houston)
Qualification: BTech(cs)

Experience: I have used Java and Kotlin with MVVM MVC Architecture I have integrated Metamask ( Blockchain Wallet) Stripe Payment Sdk  more..

Shaikh

Mobile: +91 91884 77559
Location: Maharashtra, Online (Houston)
Qualification: Diploma in IT

Experience: Web development Multimedia Graphics Editing Wix  more..

Keshav

Mobile: +91 8301010866
Location: Uttar Pradesh, Online (Houston)
Qualification: Graduate

Experience: Complete Ms office and knowledge of multiple programming language with html data entry content writer and customer support  more..

Arsalan

Mobile: +91 89210 61945
Location: Maharashtra, Online (Houston)
Qualification: Bachelor of computer science

Experience: As a full-stack developer at Umbrella Intelligence I design and develop responsive web solutions that meet the needs of various  more..

kishor

Mobile: +91 91884 77559
Location: Maharashtra, Online (Houston)
Qualification: BCCA

Experience: As a React Native Developer i have 1 2 years of experience of building cross platform application where i have  more..

DAVID

Mobile: +91 91884 77559
Location: Delhi, Online (Houston)
Qualification: B.s.c

Experience: Davinci Resolve After Effect motion graphic Graphic Design Youtube seo Content Marketing  more..

Tarun

Mobile: +91 8301010866
Location: Haryana, Online (Houston)
Qualification: B-Tech (CSE)

Experience: Java C++ Android development XML REST APIs Firebase DSA OOPS MySQL Kotlin  more..

Khelan

Mobile: +91 91884 77559
Location: Rajkot, Online (Houston)
Qualification: B.E

Experience: Communication(English Hindi Gujarati) team work html css javascript react php sql  more..

ANJANA

Mobile: +91 98474 90866
Location: Kerala, Online (Houston)
Qualification: Btech

Experience: Dedicated and detail-oriented IT professional with a strong passion for cybersecurity and networking Adept atidentifying vulnerabilities implementing security measures and  more..

TAPAN

Mobile: +91 89210 61945
Location: Odisha, Online (Houston)
Qualification: MCA

Experience: My Skills is C C++ JAVA C# ASP NET HTML CSS JAVASCRIPT BOOTSTRAP MYSQL SQL SERVER Experience is now I  more..

athul

Mobile: +91 91884 77559
Location: Kerala, Online (Houston)
Qualification: +2

Experience: angular nodejs expressjs mongodb ejs typescript javascript jquery html css aws docker jenkins  more..

Sanjay

Mobile: +91 91884 77559
Location: Mumbai, Online (Houston)
Qualification: Btech

Experience: Almost 6 years experience in nodejs angular reactjs nextjs aws python etcApplication for Node JS  more..

Polanki

Mobile: +91 91884 77559
Location: Karnataka, Online (Houston)
Qualification: b.tech

Experience: • Developed and executed targeted email marketing campaigns achieving an average open rate of 25% and a click-through rate of  more..

Janki

Mobile: +91 8301010866
Location: Gujarat, Online (Houston)
Qualification: B.Sc Environment Science

Experience: I'm a certified IELTS PTE CELPIP TOEFL GRE - Verbal trainer having 15+ years of online offline training experience with  more..

Datta

Mobile: +91 94975 90866
Location: Nashik, Online (Houston)
Qualification: BE Computer

Experience: I have a total 8 plus years of hands-on experience in web development with backend technology PHP framework CodeIgniter &  more..

Abhsihek

Mobile: +91 91884 77559
Location: Maharashtra, Online (Houston)
Qualification: BE IT

Experience: I am writing to express my keen interest in the Automation Test Engineer position With 3 6 years of Experience  more..

Success Stories

The enviable salary packages and track record of our previous students are the proof of our excellence. Please go through our students' reviews about our training methods and faculty and compare it to the recorded video classes that most of the other institutes offer. See for yourself how TechnoMaster is truly unique.

Photos of Training / Internships

Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston
Internship/projects in houston

Trained more than 10000+ students who trust Nestsoft TechnoMaster

Get Your Personal Trainer