DATASCIENCE INDEX
- PYTHON
- Introduction to dataScience
- Python-Basics
- Python-Datat Types & Utilities
- Oops
- Python-Production Level
- Pickling & unpickling
- Pandas
- Numpy
- Matplotlib
- Seaborn
- Scipy
- statsmodels
- SQL
- Introduction
- Keys
- Constraints
- CURD operators
- SQL Languages
- SQL Commends
- SQL Clause
- Operators
- Wild Cards
- Aggregate Functions
- SQL joins
- POWER BI
- Introduction
- Basic Report design
- Visual sync
- Grouping
- Hierarchies
- Fikters
- powerQuery
- DAX Functions
- VISUALIZATION
- Introduction To Plotly
- Scatter Plot
- Line Plot
- Scatter Matrix
- Box Plot
- Bar Chart
- Histogram
- SunBurst Chart
- Create DashBoard
EDA & ML
- EDA
Data Visualization - ML Introduction
- Important Element of Machine Learning
- Data Processing
- Refression
- Classification
- Clustering
- Association Rules
- Recommendation Engines
- Time Series & ForeCasting
- Model selection & Evaluation
- Others
- ML PIPeline
- ML Model Deployment in Flask
- DL & NLP
- Tensofrflow vectorization
- ANN(Artificial Neural Network)
- Py-torch Library
- RNN(Recurrent Neural Network)
- Basics of Image Processing
- Convolutional Neural Networks(CNN)
- NPL
- Document Vectorization
- Twitter sentiment Analysis Using
- Textblob
- Spacy Library
7) Statistics & Probability
- Probability theory
- Hypothesis testing
- Confidence intervals
- Bayes’ theorem
- Distributions (normal, binomial, Poisson, etc.)
IMAGE PROCESSING,CNN & COMPUTER VISION
- Introduction to computer vision
- Challenges in computer vision
- Introduction to open CV
- Image basics
- Reading and writing images/videos
- Rescaling/Normalisation
- Color Mapping
- Thresholding of an image
- Morphological transformation
- Image augmentation using keras
- NATURAL LANGUAGE PROCESSING- TEXT MINING
- What is unstructured data
- Introduction to NLTK and spacy
- Tokenization
- Stop word removal
- Stemming
- Lemmatization
- GENERATIVE AI ON CLOUD TOPICS
- Cloud computing doundations AWS S3
- Amazon EC2 Trn1n Amazon EC2 Inf2
- Amazon code Whisperer Amazon Bedrock
- Azure OpenAI