Summer Internship On - Full Stack Data Science & Machine Learning Development

  • Course Duration (35 + 15)Hrs. Learning + Implementation
  • Course Mode Instructor Led Online Training
  • Date & Time Batch Start - 27th August 2021

About The Course

This is a Real-Time Project oriented workshop designed by AICouncil to understand End-to-End Project Development and Deployment as a Data Scientist. As a Data Scientist and Analyst we thought of only backend Job but here you will discover all sorts of challenges that a data engineer can face when real time project deployment is needed.  You will start your learning right from scratch reach upto real time deployment of the project developed.

Key Features

Instructor–led training

Highly interactive instructor-led training

Free lifetime access to recorded classes

Get lifetime access of all recorded classes in your profile

Regular assignment and assessments

Real-time projects after every module

Lifetime Job Assistance

Get lifetime support for all related job openings

3 Years of technical support

3 Years 24/7 technical support and query resolution

Globally Recognized Certification

Get global industry-recognized certifications

Highlights

  • Scratch to Model Deployment
  • Data science using Python
  • Machine learning and its different types
  • Real time Hands on Price Prediction Model
  • Flask webserver for Python
  • ML Based web app development

Course Agenda

  • Define Data Science
  • Role of a Data Scientist
  • Life cycle of Data Science
  • Tools used in Data Science
  • Role of Big Data and Hadoop, Python, R and Machine Learning play in Data Science
  • What does Data Science involve?
  • Business Intelligence vs Data Science
  • Introduction to Python
  • Data Acquisition techniques
  • Different types of Data
  • Evaluate Input Data
  • Data Wrangling techniques
  • Data Exploration
  • Data Analysis Pipeline
  • Data Extraction
  • Raw and Processed Data
  • Visualization of Data
  • Hands-On: - Loading different types of dataset in Python
  • Hands-On: - Arranging the data
  • Hands-On: - Plotting the graphs
  • Need of Machine Learning
  • Introduction to Machine Learning
  • Types of Machine Learning, such as supervised, unsupervised and reinforcement learning
  • Why Machine Learning with Python and applications of Machine Learning
  • Introduction to supervised learning
  • Types of supervised learning - regression and classification
  • Introduction to regression
  • Simple linear regression
  • Multiple linear regression
  • Assumptions in linear regression, and math behind linear regression
  • Hands-on Exercise – Linear Regression and Train-Test Implementation
  • Importance of Dimensions
  • Why Dimensionality Reduction
  • PCA and its implementation
  • Factor Analysis
  • Scaling dimensional model
  • Hands On: - PCA
  • Hands On: - Scaling
  • Introduction to classification
  • Linear regression vs logistic regression
  • Math behind logistic regression with detailed formulas
  • log it function and odds
  • Confusion matrix and accuracy
  • True positive rate v/s false positive rate
  • Threshold evaluation with ROCR
  • Hands-on Exercise – Logistic regression, Confusion matrix Implementation
  • Introduction to tree-based classification
  • Understanding a decision tree
  • Impurity function and entropy to understand the concept of information gain for the right split of node
  • Gini index
  • Overfitting
  • Pruning, pre-pruning, post-pruning, cost-complexity pruning
  • Introduction to ensemble techniques
  • Understanding bagging
  • Introduction to random forests
  • Finding the right number of trees in a random forest
  • Hands-on Exercise – Decision tree Implementation and hyper parameters in the random forest
  • Introduction to probabilistic classifiers
  • Understanding Naïve Bayes
  • Math behind the Bayes theorem
  • Understanding a support vector machine (SVM)
  • Kernel functions in SVM, and math behind SVM
  • Hands-on Exercise – Naïve Bayes and SVM implementation
  • Types of unsupervised learning
  • Clustering and dimensionality reduction
  • Types of clustering
  • Introduction to k-means clustering
  • Math behind k-means
  • Dimensionality reduction with PCA
  • Hands-on Exercise – K-Means and PCA implementation
  • Define Association Rules
  • Backend of recommendation engines and develop your own using python
  • What are Association Rules?
  • Association Rule Parameters
  • Calculating Association Rule Parameters
  • Recommendation Engines
  • How Recommendation Engines work?
  • Collaborative Filtering
  • Content Based Filtering
  • Hands On: - Apriori Algorithm
  • Hands On: - Market Basket Analysis
  • Save your model for deployment
  • Use flask to create server for deployment of model for real time use
  • Postman for accessing model over server
  • User Interface using HTML and Javascript for predictive model to be used for real time solutions

 

Projects

Develop and deploy a model to predict the price of an used car using the properties given.

Cars 24 used to decide the price of a car using data science & machine learning model in the backend.We will work upon the data with features of some used car to develop a model which can predict best possible price for a car for a buyer using the buyers's prefrences. It will be an end-to-end project which will be developed right from scratch to the final deployment with proper user interface.

Develop a machine learning model to predict price of a property

Real estate prices shows great variances according to different locations.We will work work upon a case study which can address a company like housing.com to decide the price closest to the actual price of a property from different locations of India. Our model will use different features of a real estate property along with the local price band of the location in which user wants to invest

Make a prediction model to predict Heart diseases of a patient

Here you will get hands-on experience with how to use health features of a patient to predict the heart attack probabilty. It will help a patient to take care of his heath to avoid critical situation.

Build a model to analyse shoping basket of a buyer and recommend a product with highest probabilty to be purchased.

It is a project to analyse the buying behaviour of a buyer so that we can predict the product which is having a highest probability to be purchased. The behavioural analysis using association rule mining will help the company to recommend the next item that a buyer may purchase based upon the last product that he/she added into the basket.

 


Certification

Career Support

We have a dedicated team which is taking care of our learners learning objectives.


FAQ

There is no such prerequisite if you are enrolling for Master’s Course as everything will start from scratch. Whether you are a working IT professional or a fresher you will find a course well planned and designed to incorporate trainee from various professional backgrounds.
AI Council offers 24/7 query resolution, you can raise a ticket with a dedicated support team and expect a revert within 24 Hrs. Email support can resolve all your query but if still it wasn’t resolved then we can schedule one-on-one session with our instructor or dedicated team. You can even contact our support after completing the training as well. There are no limits on number of tickets raised.
AI council provide two different modes for training one can choose for instructor lead training or learning with prerecorded video on demand. We also offer faculty development programs for college and schools. apart from this corporate training for organization/companies to enhance and update technical skills of the employees. We have highly qualified trainers who are working in the training industry from a very long time and have delivered the sessions and training for top colleges/schools and companies.
We are providing a 24/7 assistance for the ease of the student. Any query can be raised through the interface itself as well as can be communicated through email also. If someone is facing difficulties with above methods mentioned above we can arrange a one on one session with the trainer to help you with difficulties faced in learning. You can raise the query throughout the total training period as well as after the completion of the training.
AI Council offers you the latest, appropriate and most importantly the real-world projects throughout your training period. This makes student to gain industry level experience and converting the learning’s into solution to create the projects. Each Training Module is having Task or projects designed for the students so that you can evaluate your learning’s. You will be working on projects related to different industries such as marketing, e-commerce, automation, sales etc.
Yes, we do provide the job assistance so that a learner can apply for a job directly after the completion of the training. We have tied-ups with companies so when required we refers our students to those companies for interviews. Our team will help you to build a good resume and will trained you for your job interview.
After the successful completion of the training program and the submission of assignments/quiz, projects you have to secure at least B grade in qualifying exam, AI Council certified certificate will be awarded to you. Every certificate will be having a unique number through which same can be verified on our site.
To be very professional and transparent No, we don’t guarantee the job. the job assistance will help to provide you an opportunity to grab a dream job. The selection totally depends upon the performance of the candidate in the interview and the demand of the recruiter.
Our most of the programs are having both the modes of training i.e. instructor led and self-paced. One can choose any of the modes depending upon their work schedule. We provide flexibility to choose the type of training modes. While registering for courses you will be asked to submit your preference to select any of the modes. If any of the course is not offered in both modes so you can check in which mode, the training is going on and then you can register for the same. In any case if you feel you need any other training mode you can contact our team.
Yes, definitely you can opt for multiple courses at a time. We provide flexible timings. If you are having a desire for learning different topics while continuing with your daily hectic schedule our course timing and modes will help you a lot to carry on the learning’s.
Whenever you are enrolling in any of the courses we will send the notification you on your contact details. You will be provided with unique registration id and after successful enrollment all of the courses will be added to your account profile on our website.AI Council provides lifetime access to course content whenever needed.
A Capstone project is an outcome of the culminating learning throughout the academic years. It is the final project that represents your knowledge, efforts in the field of educational learning. It can be chosen by the mentor or by the students to come with a solution.
Yes, for obtaining the certificate of diploma programmer you have to submit the capstone project.