Data Science – Intermediate Course
Industry-based projects with real-time completion
Interactive live session and doubt clearing
100% job assistance with interview and placement guidance
Data Science Intermediate Course Description
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.
Data Science Intermediate Course Benefits
- Interactive online live training with industry experts.
- Lifetime dashboard access to course materials.
- Content-rich study material.
- Free eBooks with worked out projects.
- Project guidance
- Real-time project completion during the training.
- Participants will be certified by ANEXAS Europe.
- A soft and hard copy of the certificate.
- International recognition.
- Learn from the best trainers.
- Tools required for the training.
- Open book online test for certification.
- 100% Pass rate guaranteed.
- Lifetime membership to Anexas Alumni group.
- Get a chance to win cashback benefits.
- Online Line Customer support 24*7.
100% Job Assistance
Anexas Data Science course comes with 100% job assistance. Learn Data Science with Anexas and advance your career with the most reputed Data Science job roles.
Benefits of Job assistance
- Get Placement guidance.
- Prep Interview skills with real-time industry-based Q&A.
- Learn Personality Development.
- Fill in any gap years in your experience.
- Gain from Anexas Internship program.
Eligibility criteria
- Complete at least basic and Intermediate level in Data Science course by Anexas.
- Fresher or Experienced, anyone can apply.
- Programmers or Non-programmers, anyone can apply.
Data Science Intermediate Training Options
Online Live Training
- 45 hours of course completion
- Live interaction with instant query clarification
- Continuous project guidance during the sessions
- Global recognition
- Trained Data Scientist Certificate (Intermediate) from Anexas Europe
- Access to learning videos
- Diverse training batch
- Flexible timings
Upcoming Batch
Weekday Batch: Contact enquiry@anexas.net
Weekend Batch: Contact enquiry@anexas.net
Data Science Intermediate Course Content
Module 1- 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.
Module 2- Feature Engineering
- Feature Reduction/Dimensionality reduction
- Principal components analysis (Eigenvalues, Eigenvectors, Orthogonality)
- Validation Techniques (Cross-Validations)
Module 3- Ensemble Methods
- Bagging & boosting and its impact on bias and variance
- C5.0 boosting
- Gradient Boosting Machines and XGBoost
Module 4- Database
- Build Dataset from large database
- SQL queries & Protocol Building
- Creating Feature Store using SQL
- in-Depth PostgreSQL
Module 5- 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
Module 6- 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
Enquiry Form
Data Science Intermediate FAQ
Why Data Science?
Our comprehensive course will provide you with a deep understanding of Data Science and cover various aspects of this field. By the end of the course, you will gain the skills to effectively prepare and analyze data, create impactful data visualizations, and develop data models. Expand your knowledge and capabilities in Data Science with us.
Who is your trainer?
- Total 7 years of experience in Data Science, Machine Learning, Deep Learning & Application Development.
- Contributed to 46+ Patents for different countries (US, China, Europe)
- Published research paper at the National Library of Medicine.
- Currently a mentor at the University of Texas at Austin.
- Serving as Senior Data Scientist.
What are the benefits of Data Science certification?
- High demand
- Infinite career opportunities
- Highest pay due to high exigency
- Recruited by top companies
- Flexibility to switch domains
- Opportunity to pursue self-career
What are the job roles that you can opt for after certification?
Data Science is a highly lucrative career option, with Data Scientists earning an average of $114,000 USD in the United States and 900,000 INR in India annually, as per recent research. Explore a range of rewarding job roles in the field:
- Data Scientist
- Python Programmer
- Machine Learning Engineer
- Data Analyst
- Data Engineer
What is the focus of this course?
Our comprehensive course will provide you with a deep understanding of Data Science and cover various aspects of this field. By the end of the course, you will gain the skills to effectively prepare and analyze data, create impactful data visualizations, and develop data models. Expand your knowledge and capabilities in Data Science with us.
Are examination fees included?
Yes! Our training fees cover all associated costs, including certification, examination, study materials, and tools/software expenses. There are no additional charges, ensuring a hassle-free learning experience for you.
What are the payment options available?
At Anexas, we provide convenient payment options to suit your preference. Choose from the following methods:
- Card Payment
- Net Banking
- Cash
Can I cancel my enrollment? Will I get a refund?
Cancellation Policy:
If a delegate cancels the training 72 hours prior to the scheduled start, an administration fee of 10% will be deducted from the refund. However, if the cancellation occurs after this timeframe, no refund will be provided.
Rescheduling Option:
Once the payment is made, delegates have the flexibility to postpone their training date and join another batch at no extra cost. We aim to accommodate your schedule and ensure a seamless learning experience.
