Data Science Training Course Syllabus
Part 1: Introduction to Data Science
- What is the need for Data Scientist?
- Deep Dive on Data Science Foundation
- Business Intelligence
- What is Data Analysis and Data Mining?
- What is Machine Learning?
- Difference between Data Analytics and Data Science
- Analytics and its types
- Lifecycle Probability
- Deep Dive on Analytics Project Lifecycle
Part 2: Ecosystem for Machine learning
- Deep Dive on Python in Data Science
- What is NumPy?
- What is Matplotlib?
- scikit learn
Part 3: Statistics and Mathematics
- Deep Dive on Inferential statistics Descriptive statistics
- Deep Dive on Linear Algebra Probability Calculus
Part 4: Exploratory Data analysis
- How to Load Machine Learning Data
- Deep Dive on Data with Descriptive Statistics
- Deep Dive on Data with Visualisation
Part 5: Deep Dive on Feature Engineering
Prepare Your Data for Machine Learning
- What is the need For Data Pre Processing?
- Data Transforms
- How to Rescale Data?
- How to Standardise and Normalise Data?
- Binarize Data (Make Binary)
Feature Selection for Machine Learning
- What is Feature Selection and Univariate Selection?
- Deep Dive on Recursive Feature Elimination
- What is Principal Component Analysis?
- Feature Importance
Part 6: Machine learning Algorithms in Data Science
Gradient Descent for Machine Learning
- Gradient Descent
- Batch Gradient Descent
- Stochastic Gradient Descent
- Tips for Gradient Descent
- What is Linear Regression and Logistic Regression?
- Linear Discriminant Analysis
- Decision Trees
- Naive Bayes
- Gaussian Naïve Bayes
- Deep Dive on K-Nearest Neighbors
- Learn Vector Quantization
- Deep Dive on Support Vector Machine
- What is Cluster Algorithms?
- What is PCA?
- Recommendation System
- What is User based Collaborative Filter and Item based Collaborative Filter?
Part 7: Ensemble Algorithms
Bagging and Random Forest
- Bootstrap Method
- What is Bootstrap Aggregation (Bagging)?
- What is Random Forest?
- Estimated Performance
- Variable Importance
- How to Prepare Data for Bagged CART?
Boost and AdaBoost
- Learn an AdaBoost Model from Data
- How to Train One Model?
- How to Make Predictions with AdaBoost?
- Do you know to Prepare Data for AdaBoost?
Part 8: XGBOOST
Part 9: Evaluation and Performance metrics of Model
Test Machine Learning Algorithms
- How to Split into Train and Test Sets?
- What is K-fold Cross-Validation?
- Leave One Out Cross Validation
- Repeated Random Test Train Splits
- What are the Techniques to Use and When?
Algorithm Evaluation Metrics
- What is Classification Metrics?
- Deep Dive on Regression Metrics
Part 10: Productising the Model
Save and Load Machine Learning Models
- How to Complete Your Model with pickle?
- Tips to complete Your Model
- How to Create Rest services?
Part 11: Real Time Project for Data Science Training Online.
Anyone willing to learn Data Science Course with Python or Data Science Course with R shall contact us.
These Data Science Certification Courses in Chennai available in market will help you to gain knowledge on data analysis concepts wherever required. So just, think about predicting the data based on samples and statistics that you analyse. So this will happen only if you learn this technology in best Data Science Training institute in Chennai.
Why BITA Academy is rated as the Best Data Science Training Institute in Chennai?
- We offer Best Data Science Training in Chennai with placement.
- We provide Data Science Training with placement either in weekdays or over weekends batch as per your convenience and achieve the Data Science Course Certification.
- Our Data Science Trainers are industry experts and they interact with students in a friendly manner. They handle the queries from our students more politely and smart enough to clear their doubts.
- And we provide assignments to students after completion of each topic. So this will help them to clarify their doubts.
- Ranked as the Best Data Science Training Institute in Chennai Velachery, Ashok Nagar.
- Our real time projects that you will work on during Data Science Course Period will ensure that you become a perfect Data Scientist.
- We provide Best Data Science Training with 100% Placement assistance.
- So you shall also make use of our Data Science Interview Questions and discuss your queries with the trainer.
- We get so many queries from students on Data Science Training with placement.
- Anyone who is not interested with classroom training shall apply for Data Science Training Online in Chennai.
Why Enterprises prefer Data Analytics Training Course for Professionals?
Data analytics is good old-fashioned data analysis at the core, but it is improved in several ways. Most importantly, it is spread from the domain of science to the world of business as well. This means that it is now widely acceptable to use data analysis in a scientific method to solve common business problems. In addition, data is now readily available. In fact, oftentimes, we do not even need to run an experiment to collect data and the one that exist already. We just need to find and analyse them. We have much better tools to perform data analysis as well. So if you want to learn Data Science Certification Course in Chennai, you have to choose the Best Data Science Training Center in Chennai Velachery.
We have much better tools for performing data analysis as well. And its easy to use spreadsheet software like Microsoft Excel for performing numerical analysis. And we have open-source programming languages like R and Python that makes data analysis easy. Ultimately, it is easy and fast to collect, analyse and communicate data today. So now, let us look to the future to see the direction of trends that drives data science in the world of business. Therefore, you shall contact us if you want to learn Data Science with Python Training in Chennai or Data Science with R Training in Chennai with us. Let’s Dive in to Data Science world and work for a great career in IT.
No one knows what will happen next. But you have to work hard if you need a bright future.
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Frequently Asked Questions
We will arrange for a counselling session with you first to understand your requirements and based on it, we will allot any one of our trainer who are industry experts and has real time working experience in this field.
Yes. We will arrange a back up session for you if you miss any one of the classes. But we request you to be regular for the classes as we have limited training sessions for a course.
Yes, you need to have a laptop to attend our classroom training sessions. We will provide you the software details that are required for the course.
Yes. Our tech team will assist you on the software installation process that is required for the course program and we will guide or offer technical support if in case you face any issues during the course period.
Yes. We have a proper process in place to share with you the materials and codes that we will be used in this course program.
Yes, you can walk in walk in any time to our office for practise sessions. Our support team is always available to support you.
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Yes. we Provide certificate after completion of the course that will add more value to your profile for anyone who plans to attend job interviews.
Yes. we offer good discounts for professionals or students who join as batches. Please call us for more details on the current offers that is going on.
Yes, we offer corporate training at the best price ensuring that there is no compromise in the quality. Call us for if you need support there.