Sharing personal github repo for code, theory, math’s and projects for training on all aspects of #AI, #ML, #datascience research for solving real world problems using classical #supervised and #DeepLearning #NeuralNet based models including #Foundation #LLM and #multimodal models. https://github.com/datawisdomx1
Covers #ANN, DNN, #BERT, Finetune LLM #Llama, Mistral, Langchain, #NLP, LDA Topic modelling, tokenization, Recommender Systems, Computer Vision – #CNN, #RNN, Transfer learning, Fully Connected NN, #TimeSeries Forecasting – #ARIMA(X), SARIMA(X), #SyntheticData Generation – using probability distribution sampling
#Optimization – Formulation, excel solver, Genetic Algorithm, Evolutionary search, #Stacking – Vecstack, Dimensionality Reduction – #PCA, LDA, Detailed #EDA using pandas, numpy.
All the best #papers (47) by #Hinton, #Lecun, #Bengio et al
Sample Projects – #Disease #Prediction using Regression Synthetic Data
Other Projects – #RoboAdvisor Algo or building multi-asset portfolio, US Fed FOMC Meeting minutes – Applying NLP algorithms to #Predict #FedFundRates decision
Models built from scratch using #pytorch #tensorflow #keras numpy
Hope this is useful for others in #opensource community. All work in progress, more updates as I finish learning and coding, especially multimodal models.
I’ve also listed some online courses I did from online platforms.
