Learn More Technologies - Bangalore Artificial Intelligence Syllabus Prerequisites - Python Programming
- Introduction to AI
- Difference between DataScience/AI/ML
- Key-skills require
- Industries use cases
- Pandas
- Numpy
- Scikit Learn
- Mat-plotlib
- Seaborn
- Reading CSV File
- Excel
- Json File
- Exporting data to CSVfile
- Excel
- Reading the data from database
- Cleaning Data
- Cleaning Data
- Cleaning Empty Cells
- Cleaning Wrong Format
- Cleaning Wrong Data
- Removing Duplicates
- Window Functions
- Aggregations
- Missing Data
- GroupBy
- Merging/Joining
- Concatenation
- Date Functionality
- Timedelta
- Central Tedency
- Mean
- Median
- Mode
- Skewness
- Normal Distribution
- what is Probability
- Types of probility
- Probability Additive
- Theorem
- Probability
- Multiplecative Theorem
- Probability Bayes
- Theorem
- Data Deviation
- Variance
- Underfitting
- Overfitting
- Manhattan
- Ecludean
- What is outliers
- Iner Quartile Range
- Box & Whisker plot
- Upper whisker
- Lower whisker
- Scatter Plot
- Handling outliers
- Formula of outliers
- How its impact on
- Mean,Median,Mode
- Pearson correlation
- Postitve correlation
- Negative correlation
- Mean Absolute Error (MAE)
- Mean Squared Error (MSE)
- R-squared (R²) Score
- Root Mean Squared
- Error (RMSE)
- Mean Absolute Error (MAE)
- Mean Squared Error (MSE)
- R-squared (R²) Score
- Root Mean Squared
- Error (RMSE)
- Confusion Matrix
- Machine Learning Tutorial
- Machine Learning Applications
- Life cycle of Machine Learning
- Install Anaconda & Python AI vs Machine Learning
- How to Get Datasets
- Data Preprocessing
- Supervised Machine Learning
- Unsupervised Machine Learning
- Supervised vs Unsupervised Learning
- Regression Analysis
- Linear Regression
- Simple Linear Regression
- Multiple Linear Regression
- Lasso Regression
- Classification Algorithm
- Logistic Regression
- K-NN Algorithm
- Naïve Bayes Classifier
- Deep Learning
- Installation of Keras library in
Anaconda - Keras Backends
- Keras Models
- Keras layers
- Regression Analysis
- Linear Regression
- Simple Linear Regression
- Multiple Linear Regression
- Lasso Regression
- Keras Core Layers
- Convolutional Layer
- Pooling Layers
- Locally-Connected layers
- Recurrent Layers
- Embedding Layers
- Keras Merge Layers
- TensorFlow -
- Introduction
- TensorFlow -
- Installation
- TensorFlow - Basics
- TensorFlow - Keras
- TensorFlow - Distributed Computing
- Deep Learning open link
- Artificial Neural
- Network
- Convolutional Neural
- Network
- Recurrent Neural
- Network
- Self-Organizing
Realtime based Project -2
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