Internship in Data Science and Machine Learning
Intermediate
Overview
Data Science Internship
Description
Data science became the most in-demand skill-set of the 21st century due to the increased amount of data generated by the online users and collecting same by most the companies, as data collected by these companies has to be utilized effectively to scale up the business, the need fora skilled data scientist is very high. The internship program in data science by cranes varsity provides the interns with a varied skill-set for one to master him/her self in the domain of data science.
During the internship program, the interns will get good exposure to Python programming concepts, Machine learning techniques and will also learn about the Project life cycle of data science. These skill-sets are learned to enable our interns to stand out during the interview process and can expect better job opportunities. Data Science is a very popular field and there are a ton of companies looking for people with this skill set. To give you just one example, we have over 700 open positions right now on our own platform, and that’s just one company!
Course Objectives
- Understanding language components, the IDLE environment, control flow constructs, strings, I/O, collections, classes, regular expressions and OOP
- The course is supplemented with many hands on
- Understanding the design & development of models using Machine learning
- Understanding the design & development of models using Pandas , Matplotlib & Numpy
Tools and Resources
Python 3.8
Platform: Linux / Windows 7 and above
Course Content (Syllabus)
Control Flow
- Relational Operators
- if…else statement
- if…elif…else statement
- Logical operators
- While Loops
- break and continue statement
- Loops with else statement
- pass statement
- Python for loop
- Range Function
Lists
- Creating List
- Accessing elements from List
- Inserting and Deleting Elements from List
- List Slicing
- Joining two lists
- Repeating sequence
- Nested List
- Built-in List Methods and Functions
- Searching elements in List
- Sorting elements of List
- Implementing Stack using List
- Implementing Queue using List
- Shallow and Deep copy
- List Comprehensions
- Conditionals on Comprehensions
Functions
- Defining Functions in Python
- Function Argument
- Single Parameter Functions
- Function Returning single Values
- Functions with multiple parameter
- Function that return Multiple Values
- Functions with Default arguments
- Named arguments
- Scope and Lifetime of Variables
- global specifier
- Functional programming tools: map(), reduce() and filter()
- Lambda: short Anonymous functions
- Creating and importing modules
- Programming Examples & Assignments
- Recursion
Python Data Structures
- Python Set
- Creating Set
- Adding/Removing elements to/from set
- Python Set Operations : Union, Intersection, Difference and Symmetric Difference
- Python Tuple
- Creating Tuple
- Understanding Difference between Tuple and List
- Accessing Elements in Tuple
- Python Dictionary
- Creating Dictionary
- Accessing / Changing / Deleting Elements in Dictionary
- Built-in Dictionary Methods and Functions
Exception Handling
- Understand Exception
- Handling exception
- try and except blocks
- multiple except blocks for a single try block
- finally block
- Raising exceptions using raise
File Handling
- Introduction to File handling
- File opening modes
- Reading data from file
- Writing data to file
Object Oriented Programming
- Creating Class
- Creating Objects
- Method Invocation
- Understanding special methods
- init method
- del method
- str method
- Operator Overloading
- Overloading arithmetic operators
- Overloading relational operators
- Inheritance
Module 1 – Data Analysis and Visulization
- NumPy
- Vectorized
- Operation
- Subsetting
- Matrix Calculation
Pandas
- Pandas Series
- Pandas Dataframe
- Importing Data
Data cleaning with pandas
- Data Cleaning
- Handling Missing Data
Matplotlib
- Creating graphs using Matplotlib
- Customizing Plots
- Saving Plots
Module 2-Machine Learning
- Understand what is Machine Learning
- Supervised Learning
- Unsupervised Learning
Introduction to Regression
- Regression
- Linear Regression with Single Variable
- Multiple Linear Regression
Training Data Set
- Training and Testing Data
- Handling Categorical Data
- K-Fold Cross Validation
Logistic Regression
- Classification
- Logistic Regression – Binary classification
- Logistic Regression – Multiclass classification
Decision Tree
- Decision Tree Classifier
- Support Vector Machine
- KNN Classifier
Projects
- Python project development based on matplotlib &
- Python project development based on
Placement Statistics
FAQs
Is cranes Varsity training available online?
Yes, Cranes Varsity training is available through online
How does online training work?
Our Online training is Instructor-Led live online sessions
Do you provide training course material?
Yes, we will provide training course material for each module
Do you offer weekend classes?
Yes, we offer weekend classes as well evening classes.
Testimonials
First of all, I would like to extend my thanks to each and every member of Cranes Varsity. We were taught from the very basics of Embedded Systems Design which made it easier for students from all levels. I would like to extend my vote of thanks to cranes varsity to provide me with numerous opportunities.
Cranes are one of the top embedded training institutes in Bangalore. It has been a wonderful learning experience in Cranes Varsity. The training in every module of embedded systems at Cranes was effective. It provides a good platform for embedded systems. Cranes helped me get a job in the embedded industry.
It was a great experience in Cranes. My dream was to get into the embedded domain. As a fresher, it is difficult to get into the Embedded Design field, but Cranes made a huge difference in my career by giving the best training and placement assistance provided by Cranes. I would like to say Cranes is the best to choose for those who dream of embedded opportunity.
I take this opportunity to thank “CRANES VARSITY”, one of the best-embedded training institutes which are helping students to get into the best company to build their career. I thank all the trainers who enhanced my knowledge in every subject and the placement team for giving me the best opportunities in the field of embedded. Thank you for all your support.
Cranes varsity is the best Embedded Training Institute to learn both practical and theoretical knowledge. It is the best place to gear up your career in a core embedded industry. Management and faculty member support till you get placed. They provided lots of opportunities to me. The embedded Course modules that we learnt here are systematic, and I immensely earned great knowledge.
I am happy for Cranes for giving a platform and providing opportunities for attending the interview. Modules test, Mock test really helps to clear any company written test/ interview. Trainers were excellent at explaining and clarifying the doubts. I am very thankful to Cranes Varsity.
Cranes varsity is the best platform to improve your technical skills in Embedded System Design. Their dedication towards teaching modules and interaction with the students is commendable, which made me achieve good skills for my career growth in the electronics/semiconductor industry.
Happy to say that I am placed in Lekha Wireless. Cranes are one of the best Embedded Training Institutes. The way of teaching in Cranes is good. I thank the management and faculty for the guidance and opportunity.
If not Cranes, I would have been doing a job of not my interest and passion. Cranes provided me with the platform to start my career and knowledge about corporate life and requirements. “Thank you, Cranes” would be an understatement.
Ankita Saigal
Placed in Robert Bosch
Santhosh SM
Placed in L&T Technology
Mayur MN
Placed in L&T Technology
Chandru V
Placed in Avin Systems
Hemanth Kumar
Placed in Caravel Info Systems
Ankit Ahalawat
Placed in AK Aerotek Software
Nithin G
Placed in Moschip Semiconductor
Amitha Pankaj
Placed in Lekha Wireless
Sidharth S
Placed in L&T Technology
