DEEP LEARNING-ENCODER DECODER MODELS SUMMARISED
THIS VIDEO CONTAINS A CRISP SUMMARISATION OF BASIC ENCODER DECODER MODELS USED IN MACHINE TRANSLATION , SIMILAR CONCEPTS CAN BE TRANSCEDED TO IMAGE CAPTION GENERATORS AND MORE !
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TOPICS TO COVER AFTER LSTMS,GRUS ,BIDIRECTIONAL NETWORKS
FOLLOWING VIDEO SUMS UP WHAT ARE THE TOPICS ONE NEEDS TO COVER AFTER HAVING A FIRM GRIP ON LSTMS, GRUS AND DIDIRECTIONAL NETWORKS . ITS RECOMMENDED THAT YOU HAVE HANDS …
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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 …
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 …