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Data Science Course Objectives

  • Detail orientation to Data Science and its methodologies
  • Learn vectors in R and its application in manipulating data
  • Introduction Hadoop architecture and learn the process of R integration with Hadoop
  • Get introduced with Tableau, R, and Big Data technologies
  • Learn how to Create decision trees, and Run non-parametric tests
  • 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 Trainig Course Syllabus Now

Students Feedback for Data Science Training in Noida

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Sagar

The training at Apponix helped me a lot in my career. Good guidance in certification and for placement. The trainer helped a lot in understanding the topics. Thanks a lot sir.

Data Science Expert
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Vijayraj

Apponix was my choice and I’m so happy in it. It was really a wonderful experience. Good infrastructure and supportive staffs.

Data Science Analyst
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Megha

Best institute with best training. The trainer is experienced and handles the classes professionally. He makes the concepts understand to each of us with much patience. Thank you sir.

Data Science Analyst
subrat Mr.Sreedhar

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

Data Science Trainer Profile

  • He is a professional expert with 15+ years of experience..
  • Hands-on experience at various MNCs through numerous real-world projects
  • Possesses in-depth knowledge and application-level proficiency in Data Science and its core concepts including numerous applications at different fields.
  • High0grade certified professional
  • Constantly tracks the needs and changes 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

Apponix provides the best learning experience in technical courses. We offer the best certification guidance. Apponix is an unbeatable platform for forming strong theoretical and practical knowledge with immense practical experience.

Student Review

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Sagar

The syllabus is deep and vast. The classes are well-structured and completed the potions as per the schedule. Facilitated labs.

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Amar Koli

Apponix is a good option for the beginners and professionals alike. The trainer offers individual attention to all and helped us individually in completing the curse.

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Aravind Raj

I would like to thank the entire team of Apponix for the effort they have taken. The training was enjoyable and much beneficial. The study materials provided are deep and understandable. Thank you Apponix and my trainer.

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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

Certification in Data Science helps to attain one of the highest paying job-roles present today. Since the number of skilled professionals in this field is much lower than the required, this has become the most promising career with numerous opportunities and rising salary. 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

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. It provides numerous job-roles in every MNCs all over.

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 Noida

  • One among the best technical training centres in the city
  • Apponix is an 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
  • We adopt the best possible ideas to the curriculum tracking the changing trends and requirements of the industry.

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
  • Flexible timings and study friendly infrastructure
  • Resume preparation
  • Own study materials
  • Customised syllabus

Do I get certificate after completion of the course?

Yes all our students get course completion certificate.

What are the sessions provided for classes?

  • We offer both weekend and weekdays sessions. You can choose the convenient timing by discussing it with our institute consultant.