Data Science & Analytics With Generative AI
- Easy EMI option with 0% interest
- Live & Recorded Sessions for 25 Weeks.
- Fresher’s CTC Range 3 to 7 LPA
- Working Professional CTC Range Minimum 25% to 50% Hike
- Unlimited Interviews until Placed
- Soft Skill Sessions
- Real time case studies and project preparation
- Resume Building Sessions
- Interview Debrief and Assistance
In association with :
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Course Details
Instructor
Supriya Jadhav
Techincal Session Duration
26-27 Weeks
Soft Skill Sessions
48 Hours
Batch Max Size
10-15
Language:
English
Certifications
Digital, Physical
Resume Built
2nd Month Onwards
Placement Interview Sessions
2nd Month Onwards
Data Science & Analytics with AI Curriculum
- Overview of Data Science & AI
- Applications and Use Cases
- Introduction to Excel
- Basic Excel Functions and Formulas
- Data Entry and Formatting
- Data Visualization in Excel (Charts & Graphs)
- Pivot Tables and Advanced Excel Functions
- Introduction to Python
- Python Installation and Setup
- Basic Syntax and Data Types
- Lists, Tuples, and Dictionaries
- Conditional Statements and Loops
- Defining and Calling Functions
- Scope and Lifetime of Variables
- Lambda Functions
- Setting Up Jupyter Notebooks
- Introduction to Python Libraries (NumPy, Pandas, Matplotlib)
- Working with Virtual Environments
- Managing Packages with pip
- Understanding Databases and SQL
- Basic SQL Commands (SELECT, INSERT, UPDATE, DELETE)
- Data Types in SQL
- Keys and Constraints
- Designing Relational Databases
Joins and Subqueries
Aggregation and Grouping
Window Functions
Data Normalization and Denormalization
Indexing and Performance Optimization
- Measures of Central Tendency (Mean, Median, Mode)
- Measures of Dispersion (Variance, Standard Deviation)
- Data Visualization Techniques
- Exploratory Data Analysis (EDA)
- Basic Probability Concepts
- Probability Distributions
- Hypothesis Testing (t-test, chi-square test)
- Introduction to Pandas for Data Analysis
- DataFrames and Series
- Handling Missing Values
- Data Transformation Techniques
- Merging and Joining DataFrames
- Data Wrangling and Reshaping
- Introduction to NumPy Arrays
- Array Operations and Broadcasting
- Linear Algebra with NumPy
- Overview of Machine Learning
- Types of Machine Learning (Supervised, Unsupervised, Reinforcement)
- Power BI Basics
- Introduction to Power BI Interface
- Importing and Transforming Data
- Connecting Data from Different Sources
- Connecting to Excel, SQL Server, Web, and other data sources
- Data Refresh and Scheduled Refresh
- Data Analysis Expressions (DAX)
- Introduction to DAX
- Creating Calculated Columns and Measures
- Using DAX Functions
- Creating Dashboards
- Designing Interactive Dashboards
- Using Visualizations and Custom Visuals
- Dashboard Sharing and Collaboration
- Connecting Python with Power BI
- Running Python Scripts in Power BI
- Visualizing Python Data in Power BI
- Connecting SQL with Power BI
- Writing SQL Queries in Power BI
- Using SQL Server Database in Power BI
- Projects in Power BI
- Real-world Projects and Case Studies
- Building End-to-End Solutions
- Best Practices for Power BI Projects
- Linear Regression
- Logistic Regression
- Decision Trees
- Random Forests
- Model Evaluation Metrics (Accuracy, Precision, Recall, F1-Score)
- K-Means Clustering
- Hierarchical Clustering
- Principal Component Analysis (PCA)
- t-Distributed Stochastic Neighbor Embedding (t-SNE)
- Train-Test Split and Cross-Validation
- Hyperparameter Tuning (Grid Search, Random Search)
- Model Selection Criteria
- Introduction to Scikit-learn Library
- Basics of Neural Networks
- Activation Functions
- Training Neural Networks
- Overfitting and Regularization Techniques
- Introduction to CNNs
- Convolution and Pooling Layers
- Building CNNs with Keras and TensorFlow
- Image Data Augmentation
- Introduction to RNNs
- LSTM and GRU Networks
- Time Series Prediction with RNNs
- Text Generation with RNNs
- Time Series Components
- Stationarity and Differencing
- Autoregressive Integrated Moving Average (ARIMA) Models
- Model Diagnostics
- Introduction to Facebook Prophet
- Handling Seasonal Data
- Forecasting Future Values
- Visualizing Forecasts
- Text Data and Preprocessing
- Tokenization Techniques
- Stop Words Removal
- Stemming and Lemmatization
- Advanced Text Cleaning
- Bag-of-Words and TF-IDF
- Introduction to Sentiment Analysis
- Implementing Sentiment Analysis with Python
- Introduction to Topic Modeling
- Latent Dirichlet Allocation (LDA)
- Text Classification Algorithms
- Evaluating Text Classification Models
- Introduction to Computer Vision
- Image Processing Techniques
- Object Detection and Recognition
- Image Segmentation
- Applications in Real-world Scenarios
- Overview of MLOps
- Model Deployment Strategies
- Monitoring Deployed Models
- Handling Model Drift
- Introduction to Git and GitHub
- Version Control Best Practices
- Collaborating on ML Projects
- Managing Model Versions
- Generative Adversarial Networks (GANs)
- Large Language Models (LLM's)
- Variational Autoencoders (VAEs)
- Applications of Generative AI
- Implementing GANs and VAEs with TensorFlow/Keras
- Project Planning and Proposal
- Data Collection and Preprocessing
- Model Development and Evaluation
- Creating Project Reports and Presentations
- Final Project Presentations
Programming Languages and Tools Covered in Data Science & Analytics with Generative AI
Voice Of Success: Recent Students
Nishita Mukherjee
BI Ops Manager – 12.00LPA
I am immensely grateful to the DataCrew team for their guidance and support, which led me to secure a managerial position at Lenovo. A big ‘Thank You’ to the entire DataCrew team! I highly recommend joining their data science course to achieve your dream job.
Nikita Jangid
Trainee Analyst – 4.00LPA
DataCrew has played a pivotal role in propelling my career and distinguishing me from the herd. The mock interviews and soft skill sessions were crucial components of the program. Thanks to their support, I have landed an early career role as an Analyst at Sankey. I look forward to applying my skills and growing professionally.
Shivraj Patil
BI Developer – 7.00 LPA
I am very thankful to DataCrew and its faculty for providing profound learning and a dedicated placement team, which helped me excel at V-Guard as an Analyst and Power BI Developer. Special thanks to my mentors, Supriya Ma’am and Sahil Sir, for making my learning interesting, informative, and exposing me to real-time interviews.
Yogesh Patil
Lead Data Analyst – 7.65LPA
I have been mentored by DataCrew, it helped me to grow myself in the field of Data Science to achieve big heights, thanks a lot, would recommend their course to all the hungry Graduate Passout in the market into IT Industry. The Course is very well designed for Students to crack the Interviews and planned with the Company Standards.
Pooja Shelke
Trainee Analyst – 4.00LPA
The journey of a thousand miles begins with one step”, ‘really grateful to embark a journey with Data Economy as a Analyst. All thanks to the mentors esp. Umaiya, Supriya Ma’am & placement team. Propelling young lads to take wise decision of joining Data Science at institute that values individual career
Sudesh Beloshe
Trainee Analyst – 4.00LPA
I have been mentored by DataCrew, and their training has enabled me to secure a lead role as a Data Analyst in my current company. The comprehensive learning experience and dedicated support at DataCrew have been invaluable in advancing my career. I highly recommend their programs to anyone looking to excel in the field of data analytics.
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Career Services
- Profile Building
- Interview Preparation
- Unlimited Interviews
At Datacrew, we understand that a strong, professional profile is the first step towards a successful career. Our Profile Building services are designed to highlight your strengths, experiences, and aspirations, ensuring you stand out to potential employers.
Our Profile Building services include:
- Resume Writing: Crafting a compelling and ATS-friendly resume tailored to your desired industry.
- LinkedIn Optimization: Enhancing your LinkedIn profile to attract recruiters and network with industry professionals.
- Cover Letter Assistance: Creating customized cover letters that showcase your unique skills and match job descriptions.
- Portfolio Development: Assisting with the creation of professional portfolios for fields such as design, writing, and other creative industries.
Ace your interviews with confidence through our comprehensive Interview Preparation services. We offer personalized coaching to ensure you're ready for any question or scenario you might face.
Our Interview Preparation services include:
- Mock Interviews: Conducting simulated interviews with feedback to improve your performance.
- Behavioral Interview Training: Teaching techniques for answering behavioral questions using the STAR method.
- Technical Interview Coaching: Preparing you for technical interviews with industry-specific questions and problem-solving sessions.
- Soft Skills Development: Enhancing communication, body language, and other interpersonal skills to ensure you leave a positive impression.
- Presentation Skills: Enhancing your ability to present yourself and your ideas clearly and confidently.
With our expert guidance, you can walk into any interview with the skills and confidence needed to succeed.
At DataCrew, we are committed to helping you land your dream job. Our Placement Assistance services provide you with the resources and support you need to secure a position that aligns with your career aspirations.
Our Placement Assistance services include:
- Job Matching: Personalized job matching based on your skills, interests, and career goals.
- Recruiter Connections: Direct access to our network of recruiters and hiring managers in top companies.
- Application Support: Assistance with job applications, including customizing cover letters and resumes for specific roles.
- Interview Scheduling: Coordinating interviews with potential employers and providing support throughout the process.
- Follow-Up Guidance: Tips and strategies for effective follow-ups post-interview to leave a lasting impression.
100% Placement Guarantee: We are proud to offer a 100% placement guarantee. At DataCrew, we are dedicated to your success. We work tirelessly to ensure that every candidate we assist secures a position that propels their career forward. Your success is our mission.
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