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Numpy and Scipy
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Data Visualization with Matplotlib
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Supervised & Unsupervised Learning
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Spark
Course Overview
Data Science with Python Course: Unlocking the Power of Data
Are you ready to embark on an exciting journey into the world of data science? Look no further than the Data Science with Python course at IT Desk India in Jaipur. This comprehensive training program is designed to equip you with the skills and knowledge needed to excel in the field of data science using Python. In this article, we will explore the course details, the benefits of learning data science with Python, and why IT Desk India is the perfect training institute for your educational needs.
Table of Contents
- Introduction to Data Science with Python Course
- The Importance of Data Science in Today’s World
- Benefits of Data Science with Python Course Training
- Course Curriculum and Training Approach
- Industry-Relevant Projects and Case Studies
- Experienced Faculty and Mentors
- Hands-on Practical Sessions
- Flexible Learning Options
- Certification Program and Recognition
- Placement Assistance and Career Support
- Data Science with Python Course Training Institute
- Data Science with Python Course Fees & Class
- IT Desk India: A Trusted Training Institute
- FAQs
Introduction to Data Science with Python Course
Data Science is a multidisciplinary field that combines various techniques, algorithms, and tools to extract insights and knowledge from structured and unstructured data. Python, a versatile programming language, has gained immense popularity among data scientists due to its simplicity, extensive libraries, and powerful analytical capabilities. The Data Science with Python course in Jaipur offered by IT Desk India provides a comprehensive introduction to the fundamental concepts and practical applications of data science using Python.
The Importance of Data Science in Today’s World
In today’s data-driven era, organizations across industries are leveraging data science to drive informed decision-making, optimize processes, and gain a competitive edge. The ability to analyze and interpret large volumes of data has become crucial for businesses to identify patterns, trends, and valuable insights. By acquiring data science skills with Python, you will position yourself at the forefront of this digital transformation and unlock numerous career opportunities.
Benefits of Data Science with Python Course Training
Learning data science with Python Course Training offers several advantages for aspiring data scientists:
Versatility: Python provides a wide range of libraries and tools specifically designed for data analysis, machine learning, and visualization. Its versatility enables data scientists to solve complex problems efficiently.
Industry Demand: Python is one of the most sought-after programming languages in the data science field. Proficiency in Python opens doors to a plethora of job opportunities with attractive salaries.
Ease of Use: Python’s clean and intuitive syntax makes it easy to learn and understand, even for beginners. Its simplicity allows data scientists to focus more on solving problems rather than grappling with complex code.
Vibrant Community: Python boasts a vibrant and active community of developers and data scientists. This community provides excellent support, resources, and opportunities for collaboration.
Course Curriculum and Data Science Course Training Approach
The Data Science with Python course at IT Desk India covers a comprehensive curriculum that encompasses both theoretical concepts and hands-on practical exercises. The Data Science course Training is designed to provide a solid foundation in data science principles, Python programming, data manipulation, exploratory data analysis, machine learning algorithms, and data visualization techniques. Through a practical-oriented approach, you will gain the necessary skills to tackle real-world data science challenges.
Industry-Relevant Projects and Case Studies
To enhance your learning experience, the course incorporates industry-relevant projects and case studies. These real-world scenarios enable you to apply your knowledge and skills to solve practical problems encountered in various domains, such as finance, healthcare, marketing, and social media analysis. By working on these projects, you will build a robust portfolio that showcases your proficiency in data science with Python.
Experienced Faculty and Mentors
At IT Desk India, you will learn from experienced faculty members and industry experts who possess extensive knowledge and practical experience in data science. They will guide you throughout the course, providing valuable insights, mentoring, and personalized attention to ensure your success in mastering data science with Python.
Hands-on Practical Sessions
The course emphasizes hands-on practical sessions to reinforce your learning and enhance your problem-solving skills. Through interactive coding exercises, data analysis tasks, and machine learning projects, you will gain proficiency in applying Python libraries, tools, and techniques to real-world datasets. These practical sessions will empower you to confidently undertake data science projects in your future endeavors.
Flexible Learning Options
IT Desk India understands the diverse needs of learners. To accommodate different schedules and preferences, they offer flexible learning options. You can choose between classroom-based training, live online sessions, or a blended learning approach. This flexibility ensures that you can pursue the course at your own pace, balancing your professional and personal commitments.
Data Science Certification Program and Recognition
Upon successful completion of the Data Science with Python course Certification Program, you will receive a prestigious certification from IT Desk India. This industry-recognized certification demonstrates your expertise in data science and Python programming, enhancing your credibility and employability in the job market.
Placement Assistance and Career Support
IT Desk India is committed to your career success. They provide dedicated placement assistance and career support to help you secure lucrative job opportunities. Their extensive network of industry connections, interview preparation guidance, and resume-building workshops will empower you to kickstart your career as a data scientist.
Data Science with Python Course Training Institute
Welcome to our data science training institute in Jaipur, where we specialize in providing comprehensive courses in data science using Python. Our institute is dedicated to equipping aspiring data scientists and professionals with the skills and knowledge needed to excel in this rapidly growing field.
Our Python-based Data Science Courses in Jaipur are designed to cater to individuals at all skill levels, from beginners with no prior programming experience to experienced programmers looking to transition into data science. Our expert instructors bring years of industry experience and a deep understanding of Python and data science concepts, ensuring that our students receive top-notch training.
Data Science with Python Course Fees & Class
IT Desk India offers competitive course fees for Data Science with Python programs in Jaipur. They understand the financial constraints that students may face and provide scholarships and installment options to make the course accessible to a wider audience. Contact their admissions team to learn more about the fee structure and available scholarships. An IT Desk India offers a Data Science with Python Course class Online & Offline by experts.
IT Desk India: A Trusted Training Institute
With a proven track record of delivering high-quality education and empowering thousands of students, IT Desk India stands as a trusted training institute for data science and Python courses. Their commitment to excellence, industry-relevant curriculum, and student-centric approach makes them the ideal choice for your data science journey.
IT DESK provides professional software training on a vast array of courses in the fields of Computer Science and Information Technology. Since its founding in 2016, IT DESK has provided training to over 10 Thousands+ students and professionals from various countries.
Since its inception, in a very short span of time, with the qualitative services of training and well-designed training modules, IT DESK has expanded its network and become the topmost leading franchise network. IT DESK proudly owns 35+ franchise centers in various parts of the country. Furthermore, we are now expanding our network center in various countries in the world.
Embarking on a Data Science with Python course at IT Desk India in Jaipur can be a transformative step toward a rewarding career in the field of data science. By mastering Python’s data analysis and machine learning capabilities, you will possess the skills to derive meaningful insights from complex datasets and make data-driven decisions. Take the leap and unlock the power of data with the Data Science with Python course at IT Desk India.
Course Contents
- What is Data Science, what does a data scientist do
- Various examples of Data Science in the industries
- How Python is deployed for Data Science applications
- Various steps in Data Science process like data wrangling, data exploration and selecting the model
- Introduction to Python programming language
- Important Python features, how is Python different from other programming languages
- Python installation, Anaconda Python distribution for Windows, Linux and Mac
- How to run a sample Python script, Python IDE working mechanism?
- Running some Python basic commands
- Python variables, data types and keywords.
- Introduction to a basic construct in Python
- Understanding indentation like tabs and spaces
- Python built-in data types
- Basic operators in Python
- Loop and control statements like break, if, for, continue, else, range() and more.
- Central Tendency
- Variabiltiy
- Hypothesis Testing
- Anova
- Correlation
- Regression
- Probability Definitions and Notation
- Joint Probabilities
- The Sum Rule, Conditional Probability, and the Product Rule
- Baye’s Theorem
- Understanding the OOP paradigm like encapsulation, inheritance, polymorphism and abstraction
- What are access modifiers, instances, class members
- Classes and objects
- Function parameter and return type functions
- Lambda expressions.
- Introduction to mathematical computing in Python
- What are arrays and matrices, array indexing, array math, Inspecting a numpy array, Numpy array manipulation
- Introduction to scipy, building on top of numpy
- What are the characteristics of scipy
- Various subpackages for scipy like Signal, Integrate, Fftpack, Cluster, Optimize, Stats and more, Bayes Theorem with scipy.
- What is a data Manipulation. Using Pandas library
- Numpy dependency of Pandas library
- Series object in pandas
- Dataframe in Pandas
- Loading and handling data with Pandas
- How to merge data objects
- Concatenation and various types of joins on data objects, exploring dataset
- Introduction to Matplotlib
- Using Matplotlib for plotting graphs and charts like Scatter, Bar, Pie, Line, Histogram and more
- Matplotlib API
- Revision of topics in Python (Pandas, Matplotlib, numpy, scikit-Learn)
- Introduction to machine learning
- Need of Machine learning
- Types of machine learning and workflow of Machine Learning
- Uses Cases in Machine Learning, its various arlogrithms
- What is supervised learning
- What is Unsupervised Learning
- What is linear regression?
- Step by step calculation of Linear Regression
- Linear regression in Python
- Logistic Regression
- What is classification
- Decision Tree, Confusion Matrix, Random Forest, Naïve Bayes classifier (Self-paced), Support Vector Machine(self-paced), xgboost (self-paced)
- Introduction to unsupervised learning
- Use cases of unsupervised learning
- What is clustering
- Types of clustering(self-paced)-Exclusive clustering, Overlapping Clustering, Hierarchical Clustering(self-paced)
- What is K-means clustering
- Step by step calculation of k-means algorithm
- Association Rule Mining(self-paced), Market Basket Analysis(self-paced), Measures in association rule mining(self-paced)-support, confidence, lift
- Apriori Algorithm
- Introduction to pyspark
- Who uses pyspark, need of spark with python
- Pyspark installation
- Pyspark fundamentals
- Advantage over mapreduce, pyspark
- Use-cases pyspark and demo
- Introduction to Dimensionality
- Why Dimensionality Reduction
- PCA
- Factor Analysis
- LDA
- White Noise
- AR model
- MA model
- ARMA model
- ARIMA model
- Stationarity
- ACF & PACF
How will you get your certificate?
IT DESK is a pioneer in CS/IT training and most of the industries give great recognition to its certificate throughout India and abroad. IT DESK Certificates are ISO verified which makes it highly reputed comparing to the other local brands and helps the student get prioritize while going for job opportunities in the industry. IT DESK Software Training is conducted by highly knowledgeable trainers which help students to enhance their skill set by putting great emphasizes on project-based learning.
Reviews from students
How Our instructors are certified
IT DESK has a team of highly skilled trainers, who focus on delivering well standard and quality training to each of its learners. Each IT DESK trainer has professional degrees and has more than 5 years+ of experience in the stream of Computer Science and Information Technology. Along with that, they are certified from prestigious institutes and have esteem knowledge of their courses which helps the learners to enhance their skills and meet the industry requirements. Our courses are not just based on theoretical concepts; in fact, it puts a great emphasis on industry-driven learning which is being regularly updated
Frequently Asked Questions(FAQ)
No such prerequisite, however a basic knowledge of the subject is preferable.
Generally, the average training duration is 2 hours daily. Although if someone wants a half-day or full-day fast track course these are also available.
Yes, the study material is included in the course. IT DESK provides you the exercise books and a multicolor reference guide which helps to revise the whole software anytime.
The certificate shall be provided in both digital and physical form once you complete the training. The certificate shall be displayed in your login after you complete the training. You can collect the physical certificate from the center.
Cad desk is a pioneer in CS/IT training and most industries and Universities/colleges recognize its certificate by reputation.
This is lifetime access to your login and all its benefits.
Definitely, IT DESK being the leader in Computer Science, receives many openings on day to day basis, and registered students shall be able to access that information.
To enroll in the Data Science with Python course, basic programming knowledge and familiarity with statistics would be beneficial. However, the course is designed to cater to beginners as well, providing a comprehensive introduction to Python and data science concepts.
Yes, the Data Science with Python course at IT Desk India is suitable for beginners. The curriculum starts with the fundamentals of Python programming and gradually progresses to advanced data science topics, ensuring a smooth learning experience for students with limited programming experience.
The course duration for the Data Science with Python program at IT Desk India may vary depending on the learning option chosen and the pace of the learner. Typically, the course can be completed within three to six months, considering regular study and practice.
The average salary for data scientists with Python skills varies based on factors such as experience, location, and industry. However, data scientists proficient in Python often enjoy attractive salary packages due to the high demand for their expertise in the job market.
Yes, IT Desk India provides online access to course materials, allowing you to review and reinforce your learning at your convenience. The online platform offers a wealth of resources, including lecture recordings, coding exercises, and supplementary materials to support your learning journey.
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