Data Science with Python Training in Kolkata
Data Science with Python Training in Kolkata
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Why enroll for Data Science with Python Certification Course in Kolkata?
Data Science with Python Certification Course Benefits in Kolkata
Data Science with Python training covers industry-relevant skills for the fast-growing worldwide job market. The worldwide datasphere is expected to reach 181 zettabytes by 2025, driving the need for Python experts. Data science jobs are predicted to grow by 35–36%, creating 21,000 new positions annually, making this training a gateway to high-value, future-proof careers.
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Why Data Science with Python Certification Course from edureka in Kolkata
Live Interactive Learning
- World-Class Instructors
- Expert-Led Mentoring Sessions
- Instant doubt clearing
Hands-On Project Based Learning
- Industry-Relevant Projects
- Course Demo Dataset & Files
- Quizzes & Assignments
Industry Recognised Certification
- Edureka Training Certificate
- Graded Performance Certificate
- Certificate of Completion
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About your Data Science with Python Certification Course
Data Science with Python Skills Covered in Kolkata
Data Science with Python Tools Covered in Kolkata
Data Science with Python Course Syllabus in Kolkata
Curriculum Designed by Experts
Edureka's Data Science with Python Training in Kolkata will provide comprehensive training in Python programming. We offer instructor-led, live training sessions that help you master the fundamentals of Python.In this Edureka's Data Science with Python training in Kolkata and Mumbai, you'll learn Python programming fundamentals, including Data Structures and Data Types as well as Lists of Tuples, Strings that are fundamental functions and operations, GUIs, multi-threading as well, as data manipulation and Networking and Expressions Lambda expressions. You will also learn more. In addition, during this Data Science Python course, you will gain a thorough understanding of Python concepts, such as modules and the OOPS Django framework Database programming and connectivity to a range of data sources.
Introduction to Python for Data Science
10 Topics
Topics
- Python scripting
- Variables & types
- Conditions & loops
- Function basics
- Lambda usage
- Lists & tuples
- Dictionaries
- File reading
- Error handling
- Jupyter setup
![skill]( "Hands On Experience")
- Writing a “Hello World” script
- Manipulating lists and dictionaries
- Reading a CSV file
![skill]( "skill you will learn")
- Core Python programming
- Data science environment setup
Working with Python Programming
8 Topics
Topics
- Set operations
- List comprehensions
- Generator functions
- Using modules
- Regex patterns
- Special collections
- Map & filter
- Custom exceptions
![skill]( "Hands On Experience")
- Using regex for data cleaning
- Creating a generator
- Building a custom module
![skill]( "skill you will learn")
- Intermediate Python techniques
- Efficient code structures
Advanced Python Programming for Data Science
10 Topics
Topics
- OOP concepts
- Class inheritance
- Context managers
- Unit testing
- API requests
- Code profiling
- Logging basics
- JSON handling
- Project packaging
- Type hints
![skill]( "Hands On Experience")
- Building a preprocessing class
- Fetching API data
- Writing a unit test
![skill]( "skill you will learn")
- Advanced Python programming
- Modular code development
Data Analysis with NumPy and Pandas
10 Topics
Topics
- NumPy arrays
- Vector operations
- Math functions
- Series handling
- DataFrames
- Dataset merging
- Missing values
- Pivot tables
- Data summaries
- Memory tuning
![skill]( "Hands On Experience")
- NumPy array calculations
- Cleaning data with Pandas
- Creating a pivot table
![skill]( "skill you will learn")
- Data manipulation
- Basic statistical analysis
Data Visualization and Preprocessing Techniques
9 Topics
Topics
- Matplotlib Plotting
- Seaborn Visualization Styles
- Line and Bar Charts
- Histogram Analysis
- Web Scraping Basics
- Missing Data Treatment
- Feature Scaling Techniques
- Encoding Categorical Data
- Data Storytelling Approaches
![skill]( "Hands On Experience")
- Creating Seaborn plots
- Scraping website data
- Normalizing a dataset
![skill]( "skill you will learn")
- Data visualization
- Data preprocessing
Statistical Methods for Data Science
10 Topics
Topics
- Descriptive stats
- Variance, standard deviation
- Probability
- Normal distribution
- Hypothesis testing: t-tests
- Correlation: Pearson coefficient
- Outlier detection: z-score
- Sampling: random sampling
- Statistical visualization
- P-values: significance
![skill]( "Hands On Experience")
- Conducting a t-test
- Visualizing correlations
- Detecting outliers
![skill]( "skill you will learn")
- Statistical analysis
- Result interpretation
Fundamentals of Machine Learning
9 Topics
Topics
- CRISP-DM process
- ML categories
- Python for ML
- ML tools
- Data lifecycle
- Evaluation
- Feature basics
- AI ethics
- Industry insights
![skill]( "Hands On Experience")
- Setting up an ML project
- Exploring a dataset
![skill]( "skill you will learn")
- ML workflows
- Industry trends
Supervised Learning – Regression Analysis
10 Topics
Topics
- Linear regression
- Gradient descent
- Polynomial regression
- Ridge regression
- Error metrics
- R-squared
- Cross-validation
- Residual analysis
- Feature selection
- Overfitting mitigation
![skill]( "Hands On Experience")
- Building a linear regression model
- Evaluating with RMSE
![skill]( "skill you will learn")
- Regression modeling
- Model evaluation
Supervised Learning – Classification Fundamentals
10 Topics
Topics
- Logistic regression
- Binary labels
- Decision trees
- Confusion matrix
- Precision & recall
- ROC curve
- Overfitting
- Feature ranking
- Model validation
- Class imbalance
![skill]( "Hands On Experience")
- Logistic regression model
- Decision tree visualization
![skill]( "skill you will learn")
- Binary classification
- Evaluation metrics
Supervised Learning – Advanced Classification
11 Topics
Topics
- Random forests
- SVM
- XGBoost
- Grid search
- Random search
- SHAP values
- SMOTE
- Model stacking
- Association rules
- Recommendation engines
- Model evaluation
![skill]( "Hands On Experience")
- Random Forest model
- Using SHAP for insights
- Building Apriori rules
![skill]( "skill you will learn")
- Advanced classification
- Interpretability, recommendations
Unsupervised Learning and Clustering Techniques
9 Topics
Topics
- K-Means clusters
- Elbow method
- Hierarchical clustering
- DBSCAN logic
- PCA reduction
- Anomaly detection
- Silhouette score
- Segmentation use
- Cluster visuals
![skill]( "Hands On Experience")
- K-Means clustering
- Applying PCA
- Detecting anomalies
![skill]( "skill you will learn")
- Unsupervised learning
- Dimensionality reduction
AutoML and No-Code Data Science Solutions
7 Topics
Topics
- AutoML tools
- DataRobot
- KNIME workflows
- H2O.ai models
- Synthetic data
- Rapid prototyping
- AI fairness
![skill]( "Hands On Experience")
- DataRobot model building
- KNIME workflow creation
- Generating synthetic data
![skill]( "skill you will learn")
- AutoML prototyping
- No Code workflows
Reinforcement Learning Essentials (Self-paced)
10 Topics
Topics
- Agent-Environment Interaction
- OpenAI Gym Setup
- Markov Decision Process
- Q-Learning Fundamentals
- Exploration-Exploitation Tradeoff
- Epsilon-Greedy Strategy
- Reward Shaping Concepts
- Reinforcement Learning Applications
- Q-Table Implementation
- Reinforcement Learning Limitations
![skill]( "Hands On Experience")
- Q-Learning in a game
- OpenAI Gym experiment
![skill]( "skill you will learn")
- RL algorithms
- Practical applications
Time Series Analysis and Forecasting Methods (Self-paced)
10 Topics
Topics
- Time Series Components
- Stationarity Testing (ADF)
- ARIMA Model Parameters
- Forecasting with Prophet
- Forecast Error Metrics
- Backtesting Techniques
- Trend Visualization Methods
- Confidence Interval Analysis
- External Variable Integration
- Model Selection Strategies
![skill]( "Hands On Experience")
- ARIMA model
- Prophet forecasting
- Visualizing trends
![skill]( "skill you will learn")
- Time series analysis
- Forecasting
Machine Learning on Cloud Platforms (Self-paced)
8 Topics
Topics
- Cloud ML Introduction
- AWS SageMaker
- Google Cloud AI
- Azure ML
- Cloud storage
- Serverless ML
- Model deployment
- Scalability
![skill]( "Hands On Experience")
- Training a model in SageMaker
- Deploying with Google Cloud AI
- Using S3 for data storage
![skill]( "skill you will learn")
- Cloud-based ML
- Scalable model deployment
MLOps Fundamentals (Self-paced)
7 Topics
Topics
- MLOps Introduction
- CI/CD for ML
- Flask API Deployment
- MLflow Model Tracking
- Docker Containerization
- Model Drift Monitoring
- Model Lifecycle Management
![skill]( "Hands On Experience")
- Deploying with Flask
- MLflow pipeline setup
![skill]( "skill you will learn")
- MLOps practices
Data Science with Python training in Kolkata description
Edureka offers complete Data Science with Python training in Kolkata to help you understand the fundamental concepts such as writing scripts, sequences, and other methods that involve files written in Python and gain an understanding of applications in practice. Data Science with Python training in Kolkata is, coupled with live-time projects and hands-on tasks. Python is an open-source high-level programming language that could be utilized for various tasks and web applications to address automation, extensive data, data science, and information analytics development. It's a powerful, versatile object-oriented language that can be used for interpreting, object-oriented, or even interpreting. It's a language you'll master in the Data Science with Python course in Kolkata.
About Data Science with Python Certification Course in Kolkata
Edureka’s Data Science with Python Certification Training in Kolkata is designed to make you grasp the concepts of Data Science and Machine Learning. As a data scientist, you will learn the importance of machine learning and its implementation in the Python programming language. You will be able to automate real-life scenarios using machine learning algorithms, and towards the end of this course, we will be discussing various practical use cases of machine learning with the Python programming language to enhance your learning experience. Edureka offers the best Data Science with Python training online for those who want to be the best in Python. Enroll now in Edureka's online Data Science with Python Certification to get trained by industry experts.
Why Learn Data Science using Python?
Python has been one of the premier, flexible, and powerful open-source languages that are easy to learn, easy to use, and powerful libraries for data manipulation and analysis. It has been used for over a decade in scientific computing and highly quantitative domains such as finance, oil and gas, physics, and signal processing. It continues to be a favorite option for data scientists who build and use machine learning applications and other scientific computations. Python cuts development time in half with its simple-to-read syntax and easy compilation feature. Debugging programs is a breeze in Python with its built-in debugger. It has evolved into the most preferred Language for Data Analytics. The increasing search trends also indicate that it is the Next Big Thing and a must for professionals in the data analytics domain.
What are the objectives of our Data Science with Python Training in Chennai?
After completing this Data Science with Python Certification course in Chennai, you will be able to:
- Programmatically download and analyze data
- Learn techniques to deal with different types of data – ordinal, categorical, encoding
- Learn data visualization
- Using python notebooks, master the art of presenting step-by-step data analysis
- Gain insight into the 'Roles' played by a Machine Learning Engineer
- Describe Machine Learning
- Work with real-time data
- Learn tools and techniques for predictive modeling
- Discuss Machine Learning algorithms and their implementation
- Validate Machine Learning algorithms
- Explain Time Series and its related concepts
- Perform Text Mining and Sentiment analysis
Edureka offers the best online course for Python data science and ML. Enroll now in our Data Science with Python training and get a chance to learn from industry leaders.
Who should go for this Python Data Science and ML online course in Chennai?
- Freshers, Programmers, Developers, Technical Leads, Architects
- Developers aspiring to be a ‘Machine Learning Engineer'
- Analytics Managers who are leading a team of analysts
- Business Analysts who want to understand Machine Learning (ML) Techniques
- Information Architects who want to gain expertise in Predictive Analytics
- Professionals who want to design automatic predictive models
What are the prerequisites for this Data Science with Python Training in Chennai?
The prerequisites for Edureka's Python Data Science and ML course training in Chennai include a fundamental understanding of Computer Programming Languages.
How will I execute the practicals in this online Data Science with Python course in Chennai?
You will do your assignments and case studies using Jupyter Notebook, which is already installed on your Cloud LAB environment (access it from a browser). The access credentials are available on your LMS. Should you have any queries, the 24*7 Support Team will promptly assist you.
Data Science with Python Course Projects in Kolkata
Domain: Retail
A big retail chain keeps track of what customers buy, how often they buy it, and their demographics, such as their age and where they live. The marketing team wants to put custom....Domain: BFSI
A regional bank sees that more and more clients are closing their accounts. The bank aims to guess which customers are most likely to depart based on things like their account ba....Domain: Real Estate
A real estate agency wishes to give people who are looking to buy a property realistic pricing projections. You need to make a regression model that can estimate house values bas....Domain: Aviation
An airline has to predict how many passengers it will have each month in order to make the best use of its flight schedules, crew assignments, and fuel planning. You need to use ....Domain: Finance
A credit card firm loses money because of fake transactions. They want a system that can find strange things in transaction data, including spending patterns that don't make sens....Domain: Manufacturing
A manufacturing plant uses heavy machinery that sometimes breaks down, which costs a lot of time and money. The plant wants to know when equipment is likely to break down by look....Domain: Finance
An investment company wants to use machine learning to guess the stock prices of a certain company so they can make better trading choices. You need to use past stock prices and ....Domain: Supply Chain/Retail
A retail company is having trouble keeping its inventory levels balanced, which means it either runs out of stock (losing revenues) or has too much stock (raising costs). You nee....Data Science with Python Certification in Kolkata
You need to complete the modules successfully to earn a Joint Co-Branded Certificate of Participation by NASSCOM FutureSkills Prime and Edureka. On completing the course, the Learner is eligible for Government of India (GOI) incentives after successfully clearing the mandatory NASSCOM Assessment for which the learner will be awarded a NASSCOM certification. For more details please visit: https://futureskillsPrime.in/govt-of-India-incentives
A skilling ecosystem focused on emerging technologies, powered by a partnership between the Ministry of Electronics and Information Technology, the Government of India, NASSCOM, and the IT industry. It seeks to propel India to become a global hub of talent in emerging technologies. FutureSkills Prime is one of the lighthouse schemes under the Government’s Trillion Dollar Digital Economy initiative.
First of its kind government and industry partnership to drive a national skilling ecosystem for digital technologies.
End-to-end skilling from assessment to certification.
Affordable, credible content handpicked by industry leaders.
Speed up learning with bite-sized course modules.
Certifications recognized by the industry.
GoI Incentive can be claimed by all Indian Nationals above 18 years of age. The current programme covers beneficiaries divided into the following broad categories:
IT employees in IT Firms and Non-IT firms
Non-IT employees aspiring to use new and emerging technologies in their respective domains
Employees whose skills for a particular job have become outdated.
Central Govt. & State Govt. Employees including employees of PSUs & Autonomous bodies (Govt. Employees)
Fresh Recruits who are yet to take up a job, as well as undergoing/selected for internship & Apprenticeship roles in IT/ ITeS
Mapping Your journey in 8 steps:
Enrolment in the Edureka portal
Successful completion of course modules
Quizzes, assignments, and certificate project submission
Assignment and project evaluation by Edureka
Joint co-branded certificate of participation from NASSCOM and Edureka
Sign up on the FutureSkills Prime platform for mandatory FutureSkills Prime assessment
SSC Certificate issuance by Futureskills Prime on successful completion
Yes, we offer a practice test in the Data Science with Python course in Kolkata to help you prepare for job interviews.
You do not need a coding background to enroll in this Data Science with Python course in Kolkata. The course begins with beginner modules in which we cover the fundamentals of Python coding. In fact, you do not need prior knowledge in Data Science and Machine Learning either. All relevant topics are a part of this course from scratch.
Right after the completion of this Data Science with Python course in Kolkata, you will obtain a certificate and will be eligible to apply for junior or associate data scientist jobs. After gaining some work experience, you can become a Senior Data Scientist or Machine Learning Engineer. This Edureka online course offers you the opportunity to connect with expert industry instructors to guide you through your desired career path.
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Edureka has been an unique and fulfilling experience. The course contents are up-to-date and the instructors are industry trained and extremely hard working. The support is always willing to help you out in various ways as promptly as possible. Edureka redefines the way online training is conducted by making it as futuristic as possible, with utmost care and minute detailing, packaged into the a unique virtual classrooms. Thank you Edureka!
December 09, 2017
Experience with Edureka is world class. I took 2 courses Informatica PowerCenter 9.x and Tableau Certification Training. I feel both the courses had extremely knowledgeable instructors, professional course delivery, recorded classes, great customer support and the access to needed tools at the comfort of your time and place (home). I have not seen such a value for money for anywhere in the world. I will keep taking many many courses with Edureka! Thank you for your help I am able to increase my billing rate and subject level expertise."
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I took PMP online classes with edureka. Just wanted to let you know that I was successfully able to pass the PMP exam couple of weeks ago. I enjoyed learning the concepts of PMP through edureka by the excellent laid out structure.Instructor's method of teaching was very helpful. During the classes he went over the concepts in detail and also clarified all the questions very patiently. He also shared his real world experiences which helped the student to relate to the topic. Even after the completion of course work, while reviewing the chapters in LMS, I struggled in few areas and when I reached out to the instructor without any hesitation, he explained it to me by providing some good examples.Wanted to take a moment to thank the people who contributed the most in my success.
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Data Science with Python training in Kolkata FAQs
What is Python for Data Science?
Data is all around us, and data science will help extract the information. Data science has many applications, and python can be used to implement them. Python is a generic language that can be used to build websites, backend APIs, and scripting. Python's built-in libraries, frameworks, and tools can be used to perform various operations in data science.
Why should I learn Data Science with Python Course in Chennai?
Python is definitely one of the most popular languages in Data Science, which can be used for data analysis, manipulation, and visualization. It has access to many Data Science libraries, making it the perfect language for developing applications and implementing algorithms.
Where Can I Learn Python for Data Science?
Although there are many free learning resources available, finding one that teaches data science very well is recommended. You should choose a platform that will teach you interactively and has a curriculum designed to help you along your data science journey. Edureka is one such platform as we offer the best online Data Science with Python course for data science that will take you from beginner to data analyst in Python or data scientist.
Can I learn a Python for Data Science online in Kolkata?
Technology has made it easier and more efficient to learn online. It allows you to learn at your own pace without any barriers. Edureka's Data Science with Python certification course offers live classes and online access to study material from any location at any time. You will be able to grasp the key concepts quickly with our extensive and growing collection of tutorials, blogs, and YouTube videos. We offer a 24/7 support service to answer any questions you may have after your class ends.
Who are the instructors for the Python Data Science Course in Kolkata?
All the instructors at edureka! are practitioners from the Industry with minimum 10-12 yrs of relevant IT experience. They are subject matter experts and are trained by edureka for providing an awesome learning experience to the participants of Python Data Science Training in Kolkata.
What is the Data Science with Python Course in Kolkata duration?
Data Science with Python Course in Kolkata can take between five and 10 weeks to learn basic Python programming concepts, including object-oriented programming and basic Python syntax. It is important to note that the time it takes for Python programming depends on your experience with web development, data science, and other related fields.
How will I execute practical’s in Edureka's Data Science with Python Certification Course in Kolkata?
You will do your Assignments/Case Studies using Jupyter Notebook, already installed on your Cloud Lab environment, whose access details will be available on your LMS. You will be accessing your Cloud Lab environment from a browser. For any doubt, the 24*7 support team will promptly assist you.
What if I have more queries with regards to Data Science using Python course in Kolkata?
Just give us a CALL at +91 98702 76459/1844 230 6365 (US Tollfree Number) OR email at sales@edureka.co
What does a Data Science Expert do?
A Data Science Expert applies statistical, mathematical, and computational techniques to analyze and interpret large and complex datasets to extract insights, make predictions, and inform decision-making. They are skilled in programming languages like Python or R and use various tools and technologies such as machine learning algorithms, data visualization, and database systems to manipulate, process and analyze data. They may work in various industries such as finance, healthcare, marketing, etc.
What is CloudLab?
CloudLab is a cloud-based Jupyter Notebook which is pre-installed with Python packages on the cloud-lab environment. It is offered by Edureka as a part of the Python for Data Science Course where you can execute all the in-class demos and work on real-life projects in a fluent manner. You’ll be able to access the CloudLab via your browser which requires minimal hardware configuration. In case, you get stuck in any step, our support ninja team is ready to assist 24x7.
What skills should a Data Science Expert know?
A Data Science Expert should have a combination of technical and non-technical skills, including:
- Strong programming skills in languages like Python, R, and SQL.
- Proficiency in statistical analysis, machine learning, and data visualization techniques.
- Knowledge of data structures, algorithms, and database systems.
- Strong problem-solving skills and ability to work with large and complex datasets.
- Understanding of business processes and ability to communicate effectively with stakeholders.
- Knowledge of software engineering principles for building scalable and maintainable data pipelines.
- Continual learning mindset to keep up with the latest trends and technologies in the field.
Why is it essential to learn Data Science with Python course in Kolkata?
Python is preferred by data scientists over other languages because it has powerful machine learning libraries that can be used to build any machine learning algorithm. This allows for a better understanding of the current performance without sacrificing existing performance. These powerful frameworks allow data scientists to create the right neural networks. Python is the foundation of Google, YouTube and Instagram. It allows for multiple tasks to be automated and the use of these applications in various languages. The code is simple and well-documented. Many organizations are still not adopting a data-centric approach. The market lacks data literacy. To fill this gap in supply, you will need to study data science and its underlying areas by taking python data science training.
Which kind of projects will be a part of this Data Science with Python Certification Course in Kolkata?
Project Title: Consumer Complaint Resolution
Problem Statement: Predicting which complaints have a higher potential to be disputed and identifying systematic issues can help enhance the quality of communication and satisfactory resolution.
Does Edureka provide any free learning resource for Data Science with Python course in Kolkata?
If you are looking for free resources on Python for Data Science then read our blogs on Data Science tutorial, and Data Science Interview Questions.
What if I miss a Data Science with Python Course in Kolkata class?
You will never miss a lecture at edureka! You can choose either of the two options:
- View the recorded session of the class available in your LMS.
- You can attend the missed session in any other live batch.
What type of job can I get after completing a Data Science with Python course in Kolkata?
This is an industry where opportunities are plenty, so once you have the education and qualifications, the jobs are waiting for you. To name a few, some of the most common job titles for data scientists include:
- Business Intelligence Analyst
- Data Mining Engineer
- Data Architect
- Data Scientist
- Senior Data Scientist
Will I get placement assistance after Data Science with Python Training in Kolkata?
To help you in this endeavor, we have added a resume builder tool to your LMS. Now, you can create a winning resume in just 3 easy steps. You will have unlimited access to these templates across different roles and designations. All you need to do is, log in to your LMS and click on the "create your resume" option.
Can I attend a demo session before enrollment in Python for Data Science Course in Kolkata?
We have a limited number of participants in a live session of Data Science with Python course in Kolkata to maintain the Quality Standards. So, unfortunately, participation in a live class without enrollment is not possible. However, you can go through the sample class recording and it would give you a clear insight into how the classes are conducted, quality of instructors and the level of interaction in a class.
Does Python help in Data Science?
Python has several built-in libraries, frameworks, and tools that can be used to implement various functions of data science. Python's syntax is much more understandable than other programming languages like Scala and R. It is a data science tool that allows you to explore data science concepts in the most effective way possible. This makes it a highly skilled language and makes it the ideal choice for the Data Science Field.
What will I get once I sign up for the Data Science with Python Course in Kolkata?
You can access all the Specialization courses when you sign up for the course. Once you have completed the work, you will receive a certificate added to your Accomplishments page. From there, you can print it or add it to LinkedIn. You can view and read the course content for free if you don't want to pay.
Have more questions?
Course counsellors are available 24x7
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