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Python Syllabus for Data Science

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Softlogic Systems Data Science With Python Course Syllabus is specifically designed for College Students, Freshers, and Job Seekers. Our Data Science with Python Syllabus Covers the Python fundamentals, data manipulation with Pandas, numerical computing with NumPy, data visualization with Matplotlib and Seaborn, statistical analysis, and implementing machine learning models with scikit-learn. Our Data Science with Python Course Content helps you learn Data Science with Python Step by Step with real-time projects and Interview Preparations.

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Syllabus for The Data Science with Python Course

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  • A brief history of python
  • Application and trends in python
  • Available python versions
  • Getting and installing python
  • Environmental variables and idle
  • Executing python from command line
  • I/o
  • Naming conventions
  • Datatypes:
  • Numbers
  • String
  • List
  • Tuple
  • Dictionary
  • Set
  • List, Tuple, Dictionary, Set Methods
  • Statements: If, elif, Break, Continue
  • Loops: For loop, while loop
  • Functions
  • Class and objects
  • Getters and setters
  • Properties
  • Inheritance
  • Polymorphism
  • Special Functions of Python: Lambda, Map, Reduce, Filter
  • Math
  • Arrow
  • Geopy
  • Beautiful soup
  • Numpy
  • Sys
  • Os
  • Introducing threads and life cycles
  • Priorities
  • Dead Locks
  • Errors
  • Runtime errors
  • Exceptional model
  • Exceptional hierarchy
  • Handling multiple exception
  • Raise exceptions
  • Text files
  • Csv files
  • Simple character matches
  • Flags, quantifers, greedy matches
  • Grouping and matching objects
  • Matching at beginning or end
  • Substituting and splitting a string
  • Compiling regular expressions
  • Widgets
  • Integrated application
  • Mysql/with application
  • Converting .exe
  • pandas
  • numpy
  • scipy
  • matplotlib
  • Python Data Operations
  • Python Data cleansing
  • Python Processing CSV Data
  • Python Processing JSON Data
  • Python Processing XLS Data
  • Python Relational databases
  • Python NoSQL Databases
  • Python Date and Time
  • Python Data Wrangling
  • Python Data Aggregation
  • Python Reading HTML Pages
  • Python Processing Unstructured Data
  • Python word tokenization
  • Python Stemming and Lemmatization
  • Python Chart Properties
  • Python Chart Styling
  • Python Box Plots
  • Python Heat Maps
  • Python Scatter Plots
  • Python Bubble Charts
  • Python 3D Charts
  • Python Time Series
  • Python Geographical Data
  • Python Graph Data
  • Python Measuring Central Tendency
  • Python Measuring Variance
  • Python Normal Distribution
  • Python Binomial Distribution
  • Python Poisson Distribution
  • Python Bernoulli Distribution
  • Python P-Value
  • Python Correlation
  • Python Chi-square Test
  • Python Linear Regression

Conclusion

The Data Science With Python Course Syllabus above is for college students, recent graduates, and those looking for a job. Our Softlogic Systems provides a syllabus about Data Science with Python, including Python fundamentals, data manipulation with Pandas, numerical computing with NumPy, data visualization with Matplotlib and Seaborn, statistical analysis, and implementing machine learning models with scikit-learn. After completing this syllabus, you will do projects, prepare for job interviews, and apply for jobs. By learning step by step, Data Science with Python will help students get a job placement. The goal is to make students learn Data Science with Python in a way that helps them get a job.

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FAQs

Yes, Softlogic will provide you with the necessary resources and material to hone your skills in Data Science with Python. On top of its comprehensive course modules, the Softlogic team will give you access to a variety of case studies, reports, and research material you can use to further your understanding on this topic.

Python is highly regarded for data science due to its clear syntax and readability, a rich set of libraries (such as Pandas, NumPy, and Scikit-learn), robust community support, and seamless integration capabilities. These aspects make it an effective tool for data manipulation, analysis, and modeling.

SLA has two branches one is in Navalur, OMR and another is in K.K. Nagar.

Choose SLA as your preferred Data Science with Python Training Institute in OMR for its expert-led training, hands-on learning, guaranteed placement guidance, flexible scheduling, and personalized support. Our program guarantees your success in mastering Data Science with Python.

Yes, the Data Science with Python course at Softlogic covers Natural Language Processing (NLP). This module is specifically designed to give students an in-depth understanding of NLP techniques and how to apply them to solve real world problems.

Pandas is designed for data manipulation and analysis, providing DataFrames for data handling and cleaning. In contrast, NumPy is focused on numerical operations, offering support for arrays and mathematical functions necessary for performing efficient computations.

SLA’s OMR branch is located in OMR’s IT hub where are a lot of IT companies are located, this gives SLA’s OMR branch intense credibility

Yes, SLA offers EMI options for students with 0% interest to make the training more financially manageable.

SLA operates two branches, one in K.K. Nagar and the other in OMR Navalur, providing students with convenient access to their training centers.

Key preprocessing methods include data cleaning (addressing missing values and outliers), normalization (scaling features to a consistent range), encoding categorical variables, as well as feature extraction and selection. These steps are essential for optimizing model performance and accuracy.

Yes, the Data Science with Python course at Softlogic will cover topics such as Deep Learning and Neural Networks. Through this course, students will gain an advanced understanding of these topics and how to leverage them to solve real-world problems.

Yes, SLA does indeed provide EMI options for its students with 0% interest.

Missing data can be managed through imputation techniques (such as filling in missing values with mean, median, or mode), removal of missing values, or employing algorithms capable of handling them. Pandas provides functions like fillna() and dropna() for these tasks.

Python for data science is generally considered easy to learn, especially for those with programming experience. Its clean syntax and rich ecosystem of libraries make it accessible. However, mastering it requires practice.

SLA has specialized HR personnel who will look into students’ issues.

Yes, the course is designed to facilitate the learning of Data Science with Python for beginners and experienced professionals alike. The comprehensive course modules and case studies with varying levels of complexity make this course appropriate for individuals of all skill levels.

Yes, SLA has trainers who are experienced in both IT and teaching skills.

Jupyter Notebooks offer an interactive platform for writing and running Python code, visualizing data, and documenting the analysis process within a single document. This integration facilitates effective exploration, analysis, and presentation of data.

Yes, Data Science with Python offers a promising career. Python is widely used in data science for its simplicity and versatility, making it a valuable skill in many industries.

No, the course is designed such that it does not require any prior knowledge of Big Data. You will learn how to leverage the power of Big Data and apply it to real-world problems during the course.

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Google Reviews

Rating
4.8
1,053 Google reviews

SARAN M

SLA Institute provides training in communication and aptitude along with strong technical skills. The trainers explain concepts clearly with a practical approach, which helps build…
Click here for Full Review

Shaaru Menan

I had a 3 year career break. Joined SLA on Java Full Stack course and completed it.Did projects with the help of my Mentor. They…
Click here for Full Review

MATHAN KUMAR G EEE

SLA Institute provides a structured learning environment for data analytics. The syllabus is relevant, and trainers are knowledgeable. Some sessions were very useful practically, while…
Click here for Full Review

NalluKumar Ravichandran

Hi, I recently completed the DOT NET Full Stack Development course at SLA, and I had a great learning experience. The teaching style and student…
Click here for Full Review

Nithish Sahoo

I had an excellent experience taking this DevOps course. The curriculum is well-structured and covers both fundamental and advanced DevOps concepts in a clear manner.…
Click here for Full Review

 Surya

 Special thanks to Vishal Sir, the Placement Officer, for his interview guidance, resume support, and continuous motivation throughout the placement process. I would also like…
Click here for Full Review

Discover What Our Students Have To Say

See More Reviews

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