Machine Learning course

Introduction

DSTI (Data Science & Technology Institute), Dehradun, we offer a practical and beginner-friendly Data Science Course designed for students, working professionals, and job seekers aiming to build a strong career in the technology domain. The program covers core data science competencies including Python programming, statistics, machine learning, data visualization, and real-world project work, with a structured learning approach suitable for learners from diverse academic backgrounds. Through classroom-based training, hands-on assignments, live datasets, and industry-relevant projects, participants gain job-ready skills and practical exposure. Upon completion, learners are prepared to pursue roles such as Data Analyst, Machine Learning Engineer, or Business Intelligence Executive, making DSTI a reliable choice for a comprehensive Data Science Course in Dehradun.

Data Science Course Modules

What is Data Science?

Real-world uses of Data Science

Overview of tools (Python, Excel, SQL, Power BI)

Basics of Python programming

Data types, loops, functions, libraries

NumPy and Pandas for data handling

File handling (CSV, Excel)

Data formatting, filtering, pivot tables

Charts and dashboards

Statistical formulas and data models

Introduction to databases and RDBMS

SELECT, JOIN, GROUP BY, and subqueries

Writing and optimizing queries

Mean, Median, Mode, Standard Deviation

Probability basics

Correlation and Regression

Hypothesis Testing

Matplotlib and Seaborn basics

Power BI/ Tableau introduction

Making interactive dashboards

● Real-world case studies: Retail, Finance, Healthcare, Marketing

● Identifying key metrics and KPIs

● Reporting and making data-driven decisions

● Storytelling with data for business presentations

Supervised vs Unsupervised learning

Linear & Logistic Regression

K-Nearest Neighbors (KNN)

Decision Trees & Random Forest

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    Why Choose Us

    Classroom-Based Learning

    We offer structured, in-person training led by experienced instructors. Unlike online only courses, our classroom format allows for better interaction, direct question-answer sessions, and personal mentorship. Students can engage more deeply, work on collaborative exercises, and receive immediate feedback in a real classroom environment.

    No Coding Background Required

    Our course is specially designed for beginners. Whether you’re from commerce, arts, or science, you can learn data science from scratch with us. We begin with the fundamentals  explaining concepts in simple language and offering support throughout the course. We break down complex topics into easy-to-understand lessons, ensuring that you never feel lost or left behind.

    Expert Faculty

    Every topic in our syllabus includes practical tasks. You won’t just read or listen  you’ll actually build, analyze, and present. We train you on real-world case studies in areas like retail, healthcare, marketing, and finance. These projects will not only improve your confidence but also become a part of your job portfolio. By the time you complete the course, you’ll have work to showcase to potential employers.

    Job Assistance

    Our trainers are working professionals with years of experience in the data field. They bring real-world knowledge to the classroom and teach you how data science is applied in industries. This practical insight helps you go beyond textbook learning and understand what companies truly expect from data professionals today.

    Affordable Fees

    At DSTI, your career growth is our priority. We don’t stop after training. Our career support team helps you build your resume, improve your LinkedIn profile, and prepare for interviews. We also conduct mock interviews and soft skills sessions. Once you’re ready, we connect you with companies looking for fresh data talent.

    Career-Focused Training

    We believe that quality education should be accessible. That’s why we keep our fees student-friendly while delivering high-value training. We also offer easy payment plans and installment options for those who need financial support. Our goal is to make data science education reachable for everyone.

    Doubt Support & Revision Classes

    Our curriculum is built around real job roles. You’ll learn the tools and skills that companies use daily  including Python, Excel, SQL, Power BI, statistics, and machine learning. We regularly update our course content based on feedback from hiring managers and recruiters to ensure you stay ahead of industry trends.

    Certification with Value

    Learning something new can be challenging  but we’re here to support you every step of the way. We conduct weekly doubt-clearing sessions, offer revision classes, and provide one-on-one mentoring when needed. If you miss a class or need extra help, we ensure you’re never left behind.

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    Our Process

    Free Counseling and Career Guidance

    Before you join, our counselors help you understand whether data science is the right path for you. We explain the course structure, job roles, and future opportunities so you can make an informed decision.

    Easy Admission and Flexible Batches

    Once you’re ready, we guide you through a simple admission process. We offer flexible batch timings morning, afternoon, or evening to suit your schedule.

    Foundation Building (Non-Technical to Technical)

    We start from the basics. Even if you’ve never coded before, we teach Python, Excel, and statistics from the ground up. Our early sessions focus on clearing your basics so you’re comfortable before we move into advanced topics.

    Hands-On Learning Every Week

    Theory is limited. You’ll be working with real data, solving problems, building dashboards, writing Python scripts, and analyzing datasets. Every module includes practical tasks and mini-projects to help you learn by doing.

    Regular Assessments & Feedback

    After each topic or module, we conduct short tests or assignments. Trainers give direct feedback, helping you know where you stand and what needs improvement. These checkpoints help track your progress clearly.

    Live Projects & Portfolio Building

    In the final stage of the course, you’ll work on a live project based on real-world datasets. This project becomes a part of your portfolio, which is useful when applying for jobs or internships.

    Interview Preparation & Resume Support

    We help you write a strong data-focused resume. Our team also conducts mock interviews, gives feedback, and trains you on how to answer common data science questions confidently.

    Placement Assistance

    Once you finish the course, our placement team supports you in applying to companies, attending interviews, and getting your first job in data analytics, business intelligence, or machine learning roles.

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    JOB PLACEMENT

    How Will You Secure Your First Job?

    You’ll learn the most relevant tools and skills used in data analyst roles: Excel, SQL, Python, Tableau, and business communication. No filler content only what recruiters look for.

    Each module comes with a project that applies what you’ve learned. These projects become part of your portfolio, which you can showcase during interviews.

    We guide you in creating a powerful resume and help you optimize your LinkedIn profile. Your profile will reflect your skills, projects, and certification—making you job-market ready.

    Mock interviews and personal feedback help you feel confident and ready. We train you for technical rounds, scenario-based questions, and real-time data problems.

    We are connected with hiring partners across Delhi and India. You’ll get job leads, direct interviews, and referral support to help you crack your first analytics job.

    Even after you complete the course, we continue guiding you with interview help, new job openings, and learning updates to stay relevant in the field.

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      Frequently AskedQuestions(FAQ)

      Data science is the process of using data to find patterns, make decisions, and solve problems. It’s trending because almost every company now depends on data to grow and improve services.

      No, you don’t need prior coding experience. Everything will be taught from the basics, especially Python, which is beginner-friendly.

      Yes. Whether you’re from commerce, arts, or science, this course is made for learners from all backgrounds. The concepts are explained practically.

      You will learn Python, SQL, Power BI/Tableau, Excel, and libraries like NumPy, Pandas, Matplotlib, and more.

      You can apply for roles like Data Analyst, Data Scientist, Business Analyst, ML Engineer, or Reporting Executive, depending on your skills and project experience.

      Yes, every module includes practical tasks. You will work on live datasets and complete capstone projects based on real-world case studies.

      Yes, a course completion certificate will be provided after the final assessment and project submission. You can add this to your resume or LinkedIn profile.

      Yes, the course is available both offline (Dehradun centre) and online live classes. You can choose what suits you best.

      This course usually takes 8 to 10 weeks, depending on your schedule and pace. Weekend and fast-track options are also available.

      You can contact them by phone, WhatsApp, or fill out a form on the website. Batch details, fees, and starting dates will be shared with you by the team

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