Job oriented courses
team apponix

Data Science Course Objectives

  • Get to know thefundamental concepts and applications of Data Science
  • Learn business analysis and descriptive statistics of data analysis
  • Tableau, R, and Big Data technologies
  • Create decision trees, and Run non-parametric tests
  • Data Collection and Data Mining
  • Machine learning and deep learning

Data Science Course Syllabus

  • 1: Introduction to Data Science

  • Introduction ToDataScience
  • Real Time UseCasesOfDataScience
  • Who is a DataScientist?
  • Github Tutorial
  • Skillsets needed for DataScientist
  • 6 Steps to take in 3 Months for acomplete transformation to DataSciencefrom any other domain
  • Machine Learning-Giving ComputersThe ability to learn from data
  • Supervised vs Unsupervised
  • DeepLearning vs Machine Learning
  • Link to get Free Data to Practice?
  • Some Great self Learning DataScience Resources(Books,Tutorials,Vedeos,Papers)
  • Software Installation

  • 2: Python Programming

  • Introduction To Python
  • “Hello Python Program” in IDLE
  • Jupyter Notebook Tutorial
  • Spyder Tutorial
  • Introduction to Python
  • Variable,Operators,DataTypes
  • If Else,For and While Loops
  • Functions
  • Lambda Expression
  • Filter, Map,Reduce
  • Taking input from keyboard
  • HANDS ON-
  • INTERVIEW QUESTION DISCUSSION

  • 3: Python Advanced Topics

  • NumPy
  • Create Arrays
  • Array Item Selection and Indexing
  • Array Mathematics
  • Array Operation
  • HANDS ON
  • Pandas
  • Introduction to Pandas
  • Series
  • Series indexing and Selection
  • Series Operation
  • Introduction to Pandas
  • Data Frames
  • Data Collection from csv,json,html,excel
  • Data Merging,Concatenation,join
  • Group By and Aggregate Function
  • Order By
  • Missing Value Treatment
  • Outlier Detection and Removal
  • Pandas builtin Data Visualisation
  • HANDS ON
  • INTERVIEW QUESTION DISCUSSION

  • 4: Visualisation-matplotlib, seaborn

  • Line Plots
  • Scatter Plots
  • Pair Plots
  • Histograms
  • Heat Maps
  • Bar Plots
  • Count Plots
  • Factor Plots
  • Box Plots
  • Violin Plots
  • Swarm Plots
  • Strip Plots
  • Pandas BuiltinVisualisation Library
  • HANDS ON
  • INTERVIEW QUESTION DISCUSSION

  • 5: Statistics

  • Descriptive vs Inferential Statistics
  • Mean,Median,Mode,Variance,Std. dev
  • Central Limit Theorm
  • Co-Variance
  • Pearson’s Product Moment Correlation
  • R - Square
  • Adjusted R-Square
  • Spearman’s. Rank order Coefficient
  • Sample vs Population
  • Standardizing Data(Z-score)
  • Hypothesis Testing
  • Normal Distribution
  • Bias Variance Tradeoff
  • Skewness
  • P Value
  • Z-test vs T-test
  • The F distribution
  • The chi-Square test of Independence
  • Type-1 and Type-2 errors
  • Annova
  • HANDS ON
  • INTERVIEW QUESTION DISCUSSION

  • 6: Introduction to Machine Learning

  • Introduction to Machine Leaning
  • Machine Learning Usecases
  • Supervised vs Unsupervised vs Semi-Supervised
  • Machine Learning process Workflow
  • Training a model
  • Validating results
  • Overfitting vs Underfitting
  • Ordinal vs Nominal data
  • Structured vs unstructured vs semi-structured dat
  • Intro to scikitLearn
  • HANDS ON

  • 7: Supervised

  • Regression:
  • Regression Vs Classification
  • Linear regression
  • Multivariate regression
  • Polynomial regression
  • Multi-Colinearity,
  • Auto correlation
  • Heteroscedascity

  • 8: Hands On

  • Classification:
  • KNN
  • Svm
  • Decision Tree
  • Random Forest
  • Performance tuning of Random Forest
  • Naive Bayse
  • Overfitting Vs Underfitting
  • Hands On

  • 9: Validation

  • Classification Report
  • Confusion Report
  • ROC
  • RMSE
  • MSE
  • Cross validation
  • Hands On

  • 10: Unsupervised (Clustering & PCA:)

  • Kmeans
  • How to choose number of K in KMeans
  • Hands on
  • PCA
  • Hands on

  • 11: Ensemble

  • What is Ensembling
  • Types of Ensembling
  • Bagging
  • Boosting
  • Stacking
  • Random Forest
  • Important Feature Extraction
  • XGBoost
  • HANDS ON

  • 12: NLP

  • Tokenizer
  • Stop Word Removal
  • Tf-idf
  • Document similarity
  • Word2vec Model
  • t-SNE visualisation
  • Sentiment Analysis
  • HANDS ON

  • 13: Deep Learning

  • Basic of Neural Network
  • Type of NN
  • Cost Function
  • Tensorflow Basics
  • Hands on Simple NN with Tensorflow
  • Image classification using CNN
  • HANDS ON

  • Project 1: Sale Prediction

  • In this project, we will build a predictive model to find out the sales of each product at a particular store.

  • Project 2: Predict Taxi Destination

  • In this project, we will build a predictive framework that is able to infer the final destination of taxi rides based on their (initial) partial trajectories. The output of such a framework will be the final trip's destination employee's attributes change over time.
Download Full Data Science Training Course Syllabus Now

Students Feedback for Data Science Training in Gurgaon

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Sagar

It was a great experience to pursue data science training from Apponix. Food faculty. He is really experienced.

Data Science Expert
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Vijayraj

Best place for data science training. The way of teaching is good. It helps the students to learn from very basic level. Good facilities.

Data Science Analyst
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Megha

Best platform to learn any technical courses. They made us to do many live projects. It helps in understanding about real-time challenges. Thank you sir.

Data Science Analyst
subrat Mr.Sreedhar

Data Science & Python Trainer 10+ Years Of Working Experience In MNC.

Data Science Trainer Profile

  • Experience of 12+ years at both professional and training platforms
  • Excellent knowledge in Data Science and its core concepts including numerous applications at different fields.
  • Trainer with high-grade certification and Constant updation in recent trends and need of the industry.
  • Excellent demonstration of examples and delivery of topics
  • Trained 2500+ students

Apponix Ratings

apponix +11000 Satisfied Learners

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Enroll for Data Science training today

Join Apponix for the best competitive training in Data Science under profiecient trainer who are real industry experts.

Student Review

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Sagar

Very nice place for those seek a bright career in data analytics. Apponix shapes our career in real industry experts. Reputed institution.

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Amar Koli

Good faculty. Different but effective way of teaching. Each and every topic were made understood through immense practical classes.

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Aravind Raj

Brilliant training. The trainer is very friendly and helpful thanks a lot sir for your support.

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Jasleen Ahuja

i completed SEO course here .Akash sir is an excellent trainer! I had a great experience learning here!

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Shoba

Apponix the one of the best institute for Digital Marketing and SEO. The way of teaching by Akash sir is fantastic, here i learned many things.

Salary expectation after completing course

According to payscale.com, in India, average salary a data scientist earn is around 9-10 lakhs. In Us and other countries abroad, that show high leap in technological advent, the salary margin shifts between $85,000 - $170,000.

Career after Data Science Course

Data Science has become the fastest growing and more demanding technical field today. Once you have completed the training, abundant numbers of opportunities are waiting for you around the world. Attaining skills in Data Science enables you to be one of the most demanding professionals today earning very strong salary base.

Why Should You Learn Data Science?

  • Data science is a multi-disciplinary field that make excellent use of Machine Learning, Cluster Analysis, Data Mining, and Visualization.
  • Excellent and most prominent tool for processing data: Data Mining, Big Data Processing, Data Visualization, Data Extraction. Data Wrangling, Data Exploration and so on.
  • Highest paying career with perennial opportunities
  • Majority of the firms are moving to be insights-drive which increase the trends in and around big data, AI, cloud computing etc. This enhancement of data maturity heightened the need of data science.
  • Along with analysing and comprehending the data trends, a data scientist has to interpret and decipher the laws in an appropriate and approachable manner for the business tycoons, and also formulate advance solutions over it.

Data Science Training in Gurgaon

  • Best technical training in the city providing unbeatable platform for forming strong theoretical and practical knowledge with immense practical experience.
  • Expert trainers with no less than 10 years of expert level professional experience

FAQs

What will learn through this training?

  • Testing analysing and managing data of organizations
  • Predicting breakdowns using various tools
  • Offering best solutions and best possible innovations
  • Sampling techniques
  • Installation and working with analytical tools
  • Deploying cluster for analysis

What are the job roles waiting?

  • Business Analyst
  • Data Engineer
  • Data Scientist
  • Data Analyst
  • Data Visualizer

Which are the fields offering career opportunities for Data Scientists?

  • AI
  • E-commerce
  • Travel & Tourism
  • Banking
  • Telecommunications
  • Health
  • Education
  • Finance

Which all reputed firms will hire Data analytics professionals?

  • IBM
  • Dell
  • Microsoft
  • Infosys
  • Wipro
  • Amazon
  • Flipkart
  • Snapdeal
  • TCS and so on,

What is Apponix Certified Professional Certificate?

After completion of the course we will conduct a exam, and if you get 80% or more in the exam you will get Apponix Certified Professional Certificate.

Who is my instructor?

Your instructor is a 15+ years experienced graphic designer, Animator & multimedia expert.

How much is course Fees?

Please call us to get best discounted corse fees

Can I pay course fees in installments?

Yes,definitely you can pay in installments.

What are the assistances can I expect from you?

Resume preparation,Interview Prepration and Certification guidance

Why should I choose Apponix?

  • Most experienced professional as trainers.
  • Continuous tracking of the needs of different industries and prepares the trainees for the upcoming trends in markets and technologies.
  • Enables the aspirants be prepared for the future interviews and tests.
  • 150+ tied up companies as client to assist in placement
  • 5 star rating and 98% student satisfaction
  • Own study materials
  • Flexible timings and study friendly infrastructure
  • Customised syllabus
  • Resume preparation

Do I get certificate after completion of the course?

Yes all our students get course completion certificate.