NESTEROV ACCELERATED GRADIENT DESCENT
HOW NESTEROV GRADIENT DESCENT INCREASES EFFICIENCY OF MOMENTUM BASED DESCENTS THE PROBLEM THAT A SIMPLE MOMENTUM BASED GRADIENT DESCENT PRODUCES IS THAT IT BECAUSE OF ITS “MOMENTUM ” IT OVERSHOOTS …
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MOMENTUM BASED GRADIENT DESCENT
UNDERSTANDING HOW USING “MOMENTUM ” HELPS TO MAKE LEARNING EFFICIENT IN LOW GRADIENT REGIONS AFTER LEARNING WHAT GRADIENT DESCENT MEANS , WE TRY TO ADDRESS ONE OF THE MAJOR PROBLEMS …
VANISHING GRADIENTS IN NEURAL NETWORKS
THE PROBLEM FACED DURING BACKPROPOGATION WHILE TRAINING NEURAL NETWORKS BACKPROPOGATION REFERS TO THE METHOD USED FOR OPTIMISING THE WEIGHTS AND BIASES OF A NEURAL NETWORK LEARNING MODEL . IT USES …
DEEP LEARNING IN GAMES
HOW WE CAN USE DEEP LEARNING IN GAMES LIKE SNAKE AND MAKE A MODEL THAT PLAYS THE GAME USING ITS “INTELLIGENCE” YOU WOULD BE SURPRISED TO KNOW THAT MANY GAMES …
OVERFITTING IN MACHINE LEARNING MODELS
HOW OVERTRAINING /OVERFITTING A MODEL CAN LEAD TO BAD PERFORMANCE ON TEST /UNSEEN DATA YOU DECIDED TO CREATE A MACHINE LEARNING MODEL . THERE IS A CERTAIN DATA SET WHICH …
WHAT IS BACKPROPAGATION IN NEURAL NETWORKS?
HOW DOES A NEURAL NETWORK MODEL USES BACKPROPAGATION TO TRAIN ITSELF TO GET CLOSER TO THE DESIRED OUTPUT? IF YOU KNOW SUPERVISED MACHINE LEARNING YOU MUST HAVE DONE FEATURE ENGINEERING …
ACTIVATION FUNCTION IN NEURAL NETWORK
THE PURPOSE OF USING ACTIVATION FUNCTIONS IN NEURONS OF A NEURAL NETWORK IF YOU HAVE SEEN A NEURAL NETWORK YOU MUST HAVE CAME ACROSS THE TERM ACTIVATION FUNCTION . THE …
WHAT IS CONVOLUTIONAL NEURAL NETWORK ?
UNDERSTANDING THE PURPOSE AND MATH BEHIND CONVOLUTIONAL NEURAL NETWORKS BEFORE ADDRESSING THE TERM “CONVOLUTION” , I WOULD LIKE TO DRAW YOUR ATTENTION TO THE MAJOR TECHNOLOGICAL ADVANCEMENTS THAT ARE EITHER …
KERAS VS TENSORFLOW
COMPARING TWO OPEN SOURCE DEEP LEARNING PLATFORMS THAT COME IN HANDY WHEN BUILDING DEEP LEARNING MODELS. DEEP LEARNING IS THE NEW TREND .THE TECH GIANTS ARE INVESTING BIG . THIS …
PYTORCH VS TENSORFLOW DEEP LEARNING
COMPARING TWO OPEN SOURCE DEEP LEARNING PLATFORMS THAT COME IN HANDY WHEN BUILDING DEEP LEARNING MODELS. DEEP LEARNING IS THE NEW TREND .THE TECH GIANTS ARE INVESTING BIG . THIS …