Content Artificial Intelligence Project

1. Image Classification on Rock, Paper, Scissors Game and Chess Using Tensorflow

Method : Supervised Learning, ImageDataGenerator, Convolutional Neural Network (CNN), Callback
Tools : Numpy, Matplotlib, Tensorflow, Keras

2. Text Classification on Sentences Using Tensorflow

Method : Supervised Learning, Label Encoding, One Hot Encoding, Tokenizer, Long Short Term Memory (LSTM), Callback
Tools : Pandas, Numpy, Matplotlib, Scikit-Learn, Tensorflow, Keras

3. Machine Learning Time Series Data Using Tensorflow

Method : Time Series Generator, Long Short Term Memory (LSTM), Callback
Tools : Pandas, Numpy, Matplotlib, Scikit-Learn, Tensorflow, Keras

4. Predict Earthquake Damage to Building in Nepal

Method : Supervised Learning, Exploratory Data Analysis, Feature Selection, Data Preprocessing, Cross Validation, Hyperparameter Tuning
Tools : Pandas, Numpy, Matplotlib, Seaborn, Scikit-Learn, XGBoost

5. Customer Segmentation on Online Retail Data

Method : Unsupervised Learning, Exploratory Data Analysis, RFM (Recency, Frequency, Monetary) Analysis, K-Means Clustering
Tools : Pandas, Numpy, Matplotlib, Scikit-Learn

6. Employer Review Prediction

Method : Supervised Learning, Exploratory Data Analysis, Feature Extraction, Cross Validation, Stemming, Tokenizer, Long Short Term Memory (LSTM)
Tools : Pandas, Numpy, Matplotlib, Seaborn, Scikit-Learn, Regular Expression, Natural Language Toolkit (NLTK), Tensorflow, Keras

7. Traffic Flow Prediction (Pending)

Method : Time Series, Exploratory Data Analysis, Forecasting (Prophet)
Tools : Pandas, Numpy, Matplotlib, Seaborn, Scikit-Learn, Fbprophet

8. Liveness Detection

Method : ImageDataGenerator, Convolutional Neural Network (CNN)
Tools : Scikit-Learn, Tensorflow, Keras

9. Fake News Detection

Method : Supervised Learning, Exploratory Data Analysis (EDA), Cross Validation, Lemmatization, Tokenizer, Bidirectional Long Short Term Memory (BiLSTM)
Tools : Pandas, Numpy, Seaborn, Scikit Learn, Regular Expression, Natural Language Toolkit (NLTK), Tensorflow, Keras

10. Hand Sign Detection

Method : ImageDataGenerator, Convolutional Neural Network (CNN)
Tools : Scikit-Learn, Tensorflow, Keras

11. Speech Recognition (On Progress)

Method : TBA
Tools : SpeechRecognition, PyAudio, gTTS, Google API

12. Chess Engine

Method : - Tools : Python, Pygame