Data Science Intermediate

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Data Science – Intermediate Course

Earn a recognized Data Scientist certification to boost your career and work on real-world projects using industry-aligned tools

2 Live Projects

25+ worked out projects

1-1 Live Sessions

100% job assistance

4.7

(35,000)

(35,000+ Students enrolled)

This course includes

Accredited By

Course Description For Data Science Intermediate Course

An aspiring Data Scientist who already has a basic knowledge of what is Data Science and what all can learn in Data Science does not always need to start off at zero after a break. Anexas’s Data Science Intermediate course brings to you the next level of what you have already learnt and still crave for more knowledge. You will be introduced to SQL, NLP and different statistical NLP techniques in this course.

What you'll gain

Internationally recognized certification from Anexas Europe.
Interactive online live training with industry experts.
Lifetime dashboard access to course materials.
Project guidance with 25+ industry-based projects.
Real-time project completion.
Tools required for the training.

Course Content

Classification

Naïve Bayes Classifier: Model Assumptions, Probability Estimation
Required data processing, M-estimates, Feature selection: Mutual information
Random Forest Algo + Implementation
Classification using Logistics, K nearest Neighbors
Decision Trees: ID4, C4.5, CART
Support Vector Machines: Linear Learning Machines and Kernel space, Making Kernels and working in feature space
SVM for classification and regression problems

Feature engineering

Feature engineering
- Feature Reduction/Dimensionality reduction
- Principal components analysis (Eigenvalues, Eigenvectors, Orthogonality)
- Validation Techniques (Cross-Validations)

Esemble methods

Bagging & boosting and its impact on bias and variance
C5.0 boosting
Gradient Boosting Machines and XGBoost

Database

Build Dataset from large database
SQL queries & Protocol Building
Creating Feature Store using SQL
in-Depth PostgreSQL

Introduction to statistical NLP techniques

Introduction to NLP
Preprocessing, NLP Tokenization, stop words, normalization, stemming and lemmatization
Preprocessing in NLP Bag of words, TF-IDF as features
Language model probabilistic models, n-gram model and channel model
Hands-on NLTK
Word2vec
Golve
POS Tagger
NER
POS with NLTK
Gensim
TF-IDF with NLTK

NLP - NLU delivery

Introduction to sequential models
Introduction to RNN
Intro to LSTM
LSTM backprop through time
Hands-on Keras LSTM
Sentiment Analysis
Sentence generation
Machine translation
Advanced LSTM structures
Keras- Machine Translation
Encoder decoder with attention
Encoder-Decoder – Auto Encoder
Understanding transformers
Attention Models Intuitions
Introduction to BERT
GPT
Chatbot -handson

Key Benefits of Data Science for Beginners

Enhance your career with Data Science skills

Hone your problem-solving, analytical, and programming skills, and advance your professional skill set with a career in Data Science.

Join the industry of your choice

Data Science tools and techniques are applicable across various industries, allowing you to choose and excel in the sector of your preference.

Internationally available opportunities

Get international opportunities. Data Science is a globally recognized field with high demand in organizations worldwide, opening doors to international career prospects.

Become an internal consultant or an adviser to your company

Achieve better job roles and higher salaries by becoming a certified Data Science professional, offering your expertise as an internal consultant or adviser in data-driven decision-making.

Deepen your business understanding

Data Science encourages you to think strategically and analytically, providing clear insights into business performance, trends, and opportunities through effective data analysis and modeling.

Get Project Management experience

The more you advance in Data Science, the more experience you gain in managing complex data projects, enhancing your professional credentials and expertise.

Learning from the Best trainer

Amitabh Saxena, CEO of Anexas Europe has done some great work in the quality domain. He has an experience of more than 33 years. He is also the founder of Anexas and will be your trainer for the course. He has consulted Fortune 100 organizations including ADNOC, Dell, SABIC, Aramco, Ministry of Health, DP World, Alfuttaim Motors, EMC2, Bank Muscat, TATA Business services, Deloitte , TATA motors finance ltd, Steel authority of India, Indian railway , Colgate Palmolive , Novartis, Novozymes Denmark, HP, Tech Mahindra, Reliance, Bharat Petroleum, Maersk ,Cisco and the list goes on.

Training options for Lean Six Sigma Green Belt

Online Live Training

Features

45 hours of course completion
Live interaction with instant query clarification
Continuous project guidance during the sessions
Global recognition and Trained Data Scientist Certificate from Anexas Europe
Lifetime access to course materials and videos
One free one-on-one session with renowned Master Black Belt Amitabh Saxena
Flexible timings

Corporate Training

Features

Customised course content and duration for your organisation
Company-specific training with company-related examples and case studies
Live interaction with instant query clarification with renowned Master Black Belt Amitabh Saxena
Project completion during the training
Excel tools and techniques aligned to the organization

FAQs

Everything you need to know about Data Science

What is the focus of this course

Yes. Once you pay the fees for the training, all the other costs such as examination costs, study material costs, tools and software costs, and project training costs will be included and no extra charges will be levied.

Is the examination fee included?

What are the payment plans?

We have flexible payment options.

You can make full payment.
You can choose an installment. Pay a token amount during registration, and pay the remaining balance anytime before the course concludes.

What payment options are available?

Choose from multiple payment options at Anexas:

Card payment
Net Banking
Cash
UPI payments
Tabby

Can i cancel my enrollment? Will i get refund?

We have an easy cancellation policy made easy!

If you cancel your registration 72 hours before the training starts, a 10% administration fee will be deducted.
Unfortunately, no refunds will be issued for cancellations made after that.
However, if you’ve already made the payment, you can reschedule your training to another batch at no extra cost. We value your convenience and strive to accommodate your needs.