Advanced Certification in Data Science & Gen AI with Visualizations Tools
Orientation (Introduction to Data Science, Scope of Data Science)
Advanced Certification in Data Science & Gen AI with Visualizations Tools
0%
Completed
Advanced Excel
Orientation (Introduction to Data Science, Scope of Data Science)
Video - 00:15:04 mins
Python
Introduction to Python, Why Python, Variables, Data Types, Type castings, Strings, Indexing
Video - 00:15:03 mins
Operators and Conditional Statements, Looping Statements and it's Control Statement
Video - 00:00 mins
Lambda Functions, *args, **kwargs, Functions
Video - 00:00 mins
Data Structures - List, Tuple and List Comprehensions
Video - 00:00 mins
Data Structures - Set and Dictionaries
Video - 00:00 mins
Classes, Objects and Constructors, Inheritance
Video - 00:00 mins
Polymorphism, Abstraction and Encapsulation
Video - 00:00 mins
Connecting to Databases, Establishing connections to databases, Executing SQL Queries, ORM (Object-Relational Mapping), Working with NoSQL Databases
Video - 00:00 mins
Introduction of Numpy, and Pandas
Video - 00:00 mins
Introduction of Seaborn and Matplotlib
Video - 00:00 mins
Statistics
Introduction to Statistics, Descriptive Statistics, Sample, Population, Major of Central Tendency, Standard Deviation,
Video - 00:00 mins
Variance, Range, IQR, Outliers, Correlation, Covariance Skewness, Kurtosis, Probability
Video - 00:00 mins
Probability, Probability distributions, Central Limit Theorem, Binomial and Poisson Distribution
Video - 00:00 mins
Normal Distribution, Type I & Type II Error
Video - 00:00 mins
T-test, Z-test, Hypothesis, Testing Interview Questions
Video - 00:00 mins
Machine Learning
Introduction to ML, Types of variables, Encoding, Normalization, Standardization, Types of ML, Linear Regression
Video - 00:00 mins
Linear Regression, Logistic Regression, SVM, KNN, Naïve Bayes, Decision Tree, Random Forest
Video - 00:00 mins
Mean Absolute Error, Mean and Root Mean Square Error, Confusion Matrix, R2 Score, Adjusted R2 Score,F1 Score
Video - 00:00 mins
Classification Report, AUC ROC, Accuracy, Ensemble Techniques, Random Forest, Xgboost
Video - 00:00 mins
Unsupervised Machine Learning, PCA, Clustering, k-Means Clustering and Hierarchical clustering
Video - 00:00 mins
Deep Learning
Introduction to Neural Network, Foreward Propagation, Activation Function
Video - 00:00 mins
Activation Function(Linear, Sigmoid, Relu, Leaky Relu), Optimizers, Gradient Descent, Stochastics Gradient Descent
Video - 00:00 mins
Mini batch Gradient Descent, Adagrad, Padding, Pooling, Convolution
Video - 00:00 mins
Checkpoints and Neural Networks Implementation and Introduction to Time Series Analysis,
Video - 00:00 mins
Various components of the TSA, Decomposition Method (Additive Method and Multiplicative)
Video - 00:00 mins
ARMA and ARIMA
Video - 00:00 mins
R- Programming
Introduction to R, Installing R and RStudio, Basics of RStudio IDE, Writing and executing R scripts, Variables and Data Type in R, Operators
Video - 00:00 mins
Creating vectors, Vector indexing and slicing, Vectorized operations, Creating matrices, Matrix operations, Matrix indexing, Creating lists, Creating data frames, Indexing and manipulating lists and data frames
Video - 00:00 mins
Conditional statements, Loops, Applying functions, Flow Control, Functions in R, Object-Oriented Programming in R, S3 and S4 classes, Methods and inheritance, Creating and using objects
Video - 00:00 mins
Creating and using factors, Working with dates and times, Reading and writing(CSV files and Excel files), Introduction to the readr and readxl packages
Video - 00:00 mins
Introduction to dplyr, Selecting, filtering, and arranging data, Grouping data, Summarizing data with summarize and mutate
Video - 00:00 mins
Data Manipulation in R- dplyr, Data Manipulation & Data Visualization in R- tidyr
Video - 00:00 mins
Introduction to Text Mining, Text Preprocessing, Document-Term Matrix (DTM) and TF-IDF, Exploratory Text Analysis, Sentiment Analysis
Video - 00:00 mins
Install Necessary Packages, Create a New Package, Package Structure, Writing Functions, Documenting Functions, Testing Your Package, Building and Checking and Sharing Your Package
Video - 00:00 mins
Introduction to APIs, Using the 'httr' Package, GET & POST Request, and Authentication, Introduction to Web Scraping, Using the 'rvest' Package, Handling Dynamic Content, Handling Sessions and Cookies
Video - 00:00 mins
Connecting to Databases in R, Packages Installation, Connect to Database, Execute Queries, Write Data, Disconnect and Error Handling
Video - 00:00 mins
Project Session
Video - 00:00 mins
SQL
Basic of Database,Types of Database,Data Types, SQL Operators, Expression, Create, Insert
Video - 00:00 mins
Drop, Truncate, Delete, Alter, Update, Select, Range, Operater, IN,Wildcard, Like, Clause
Video - 00:00 mins
Constraint, Aggregation Function, Group by, Order by, Having
Video - 00:00 mins
Joins, Case, Complex Queries, Doubt Clearing
Video - 00:00 mins
Tableau
Tableau Desktop, Tableau products
Video - 00:00 mins
Data import, Measures, Filters
Video - 00:00 mins
Data transformation, Marks, Dual Axis
Video - 00:00 mins
Manage worksheets, Data visualization, Dashboarding,Project
Video - 00:00 mins
Power BI
Power BI Platform, Process Flow
Video - 00:00 mins
Features, Dataset, Bins
Video - 00:00 mins
Pivoting, Query Group, DAX Function
Video - 00:00 mins
Formula, Charts, Reports, Dashboards
Video - 00:00 mins
Advanced Power BI
Video - 00:00 mins
Project Session
Video - 00:00 mins
No-SQL
Introduction, SQL vs NoSQL, Data Model, Data types, Object ID, DAta type, Binary Data, Date, Null, Boolean, Integer, String
Video - 00:00 mins
Collection method, queries, CRUD Operation, Insert, Find, Update, Delete, Validate, Bulk write, Delete one
Video - 00:00 mins
Java
Introduction to the Java, Installation, Syntax main()/printIn()/print()/ Variable [String, Int, Boolean, float, char], Datatypes, Operators
Video - 00:00 mins
Conditions, Loop, Methods, Class, File Handling
Video - 00:00 mins
Introduction of BigData & Hadoop
Types of Data, Introduction to Bigdata(History, V's of Bigdata, Advantages & Disadvantages of BigData ), Big Data Applications in Various Sectors, Introduction to Hadoop, Scaling (Horizontal and Vertical), Challenges in Scaling, Parallel Computing, Distributed Computing and Hadoop, Hadoop Tools Overview, Big Data Analytics Lifecycle
Video - 00:00 mins
On Premises Installation Oracle Virtual Box and setup of VM & Ubuntu, Basic Linux command, Download and Installation of Hadoop, Introduction to Hadoop, Core components of Hadoop, Hadoop working, Principle
Video - 00:00 mins
VM creation on Cloud (AZURE), Configuration & Insight to Single Node Hadoop Deployment(bsshrc, hadoop-env, core-site, hdfs-site, mapred-site, yarn-site) , Format HDFS Namenode.
Video - 00:00 mins
HDFS Architecture, Hadoop Commands and Implementation
Video - 00:00 mins
Mapreduce, Mapreduce Implementation
Video - 00:00 mins
Introduction to Hive, Hive Installation, Hive Implementaion
Video - 00:00 mins
Hive Query Language, SQL Opeartions
Video - 00:00 mins
HIVE_SQL Opeartions
Video - 00:00 mins
SPARK
Installation of Spark, PySpark, Introduction to Sqoop, Installation of Sqoop,
Video - 00:00 mins
PySpark Query, Installation of Hbase, Hbase Query
Video - 00:00 mins
PIG Installation and Query
Video - 00:00 mins
PIG Query, Oozie
Video - 00:00 mins
Flume and Doubt Clear
Video - 00:00 mins
Project Session
Video - 00:00 mins
Computer Vision
Introduction to Image Processing, Feature Detection, OpenCV
Video - 00:00 mins
Convolution, Padding, Pooling & its Mechanisms
Video - 00:00 mins
Forward Propagation & Backward Propagation for CNN
Video - 00:00 mins
CNN Architectures like AlexNet, VGGNet, InseptionNet, ResNet, Transfer Learning
Video - 00:00 mins
NLP
Introduction to Text Mining, Text Processing using Python and Introduction to NLTK
Video - 00:00 mins
Sentiment Analysis, Topic Modeling (LDA) and Name- Entity Recognition
Video - 00:00 mins
BERT (Bidirectional Encoder Representations from Transformers), Text Segmentation, Text Mining, Text Classification
Video - 00:00 mins
Automatic Speech Recognition, Introduction to Web Scraping
Video - 00:00 mins
RL
RL Framework, Component of RL Framework, Exampes of Systems
Video - 00:00 mins
RL Framework, Component of RL Framework, Exampes of Systems
Video - 00:00 mins
Types of RL Systems, Q-Learning
Video - 00:00 mins
Project Session
Video - 00:00 mins
Introduction to Gen AI & Huggingface transformers platform
Introduction to AI, Hype vs. Reality, Business Applications, Ethical Considerations, Introduction to Generative AI, From Text Generation to Multimodal Models, Potential and Challenges
Video - 00:00 mins
Introduction to open source Huggingface transformers platform, Review of NLP Basics & Text Pre-processing, Introduction to NLP Concepts: Language Representations, Tokenization, Part-of-Speech Tagging, Text Preprocessing
Video - 00:00 mins
Feature Engineering: Normalization, Stemming, Lemmatization, Stop Word Removal, Understanding key NLP Applications using Huggingface platform
Video - 00:00 mins
Sentiment analysis, Sentence classification, Generating text, Extracting an answer from text
Video - 00:00 mins
Language Models and Transformer Models
Understanding language models, Probability-based language models, Unsupervised learning language representations, Introduction to transformer models, What are transformer models
Video - 00:00 mins
Types of models: encoder –decoder, decoder only, Attention mechanism, Tasks that transformer models can do: translation, text summarization, Q&A, text generation, Zero shot, few shot text classification
Video - 00:00 mins
Large Language Models (LLMs)
Introduction to Large Language Models (LLMs), - Structure of popular models - Types of Models: text to text, text to image, text to video, multimodal
Video - 00:00 mins
Other types of Generative AI algorithms, - GANs ( Generative Adverserial Networks), - Variational Autoencoders (VAEs), Diffusion Models, Mixture of Experts, - Diffferent models available currently for image ( DALLE-2, Midjourney)
Video - 00:00 mins
Hands on practice of NLP tasks using Huggingface library and opensource language models such as Bloom for finetuning a LLM, zero and few shot classification, -Applications of Generative AI in business
Video - 00:00 mins
- Customer Insights & Sentiment Analysis - Personalized Marketing & Content Creation - Chatbots: Automating Customer Service and Support - Document Processing Automation
Video - 00:00 mins
Langchain, AI Application Stack and Ethical Considerations
Langchain, Applied use case for Gen AI – hands on exercise - Designing a custom chatbot - Data analytics using Gen AI model such as OpenAI API
Video - 00:00 mins
AI Application Stack: Infrastructure & foundation layer - Overview of AI infrastructure: cloud platforms, GPU, and distributed computing, - Setting up an AI environment for generative models - Infrastructure considerations for scalable AI applications - Retrieval augmentation generation or RAG
Video - 00:00 mins
Hallucination, Data Privacy, Ethics, and Environmental Impact of AI & future of Work - Importance of data privacy in AI applications - Ethical considerations in AI development and Deployment - Environmental Impact and Sustainability in AI - The Future of Work: How AI Will Reshape Roles and Responsibilities
Video - 00:00 mins
Project Session
Video - 00:00 mins
More
Announcements
Reviews
Course Info
Orientation (Introduction to Data Science, Scope of Data Science)
Finish Course Early?
You have not completed all required lessons and assessments.
Your Progress
0%
Go Back to Course
Complete Anyway
Call Us Now
Chat With Us
Call Us Now
Chat With Us
