How your chosen optimizer influences the training process

Assignment Help Business Management

Reference no: EM133804993

Assignment: Building a NLP with Keras

Objective: The goal of this assignment is to gain hands-on experience in designing and implementing a NLP using the Keras library in Python. You will select a dataset of your choice from kaggle and apply a deep learning model to it. The focus is on experimenting with different activation functions and optimization techniques to understand their impact on the model's performance.

Task

I. Dataset Selection:

1. Choose a dataset that interests you. It can be related to image classification, text analysis, or any other domain.

2. Perform necessary data preprocessing steps, such as normalization, encoding categorical variables, splitting into training and testing sets, etc.

II. Model Design:

1. Design a NLP using Keras.

2. Your network should have at least 3 hidden layers.

III. Activation Functions:

1. Experiment with three different activation functions: Sigmoid, Tanh, and ReLU. Get the instant assignment help.

2. Implement these activation functions in different models (or layers) to observe their effects on your network's performance.

IV. Optimization Technique:

1. Use any optimzer such as Adam, SGD as your optimization technique.

2. Discuss how your chosen optimizer influences the training process and outcomes.

V. Evaluation:

1. Evaluate the performance of your models using appropriate metrics (such as accuracy.).

2. Compare the results obtained with different activation functions and discuss your findings.

VI. Report:

1. Write a report documenting your data preprocessing steps, model architecture, training process, results, and analysis.

2. Include visualizations such as loss and accuracy curves, confusion matrices, etc., where applicable.

3. Provide a link to the dataset.

Reference no: EM133804993

Questions Cloud

What types of training might you need to participate : What types of training might you need to participate in to respond to disasters? Share specific methods you will use to manage stress and avoid burnout.

What is film noir and what has become of it : HUM 3321- What is film noir, and what has become of it? What makes film noir unique? Furthermore, will we ever see the genre return?

Explain the impact you believe the continued evolution : explain the impact you believe the continued evolution of nursing informatics as a specialty and the continued emergence of new technologies might have.

Evaluation report on a model of supervision : COU303 Supervision and Debriefing - Evaluation report on a model of supervision - Presentation and referencing effective and organised essay structure

How your chosen optimizer influences the training process : Use any optimzer such as Adam, SGD as your optimization technique. Discuss how your chosen optimizer influences the training process and outcomes.

Describe the elements of due process and just clause : Describe the elements of due process and just clause. Do you feel that all employers should meet these standards before terminations can take place?

Create an environment with a moving robot and a robotic arm : Create an environment with a moving robot, a robotic arm, and a conveyor where the objects can be placed. Here is a demonstration video.

Determine which tool in cryptool is most effective : Determine which tool in CrypTool is most effective for cryptanalysis of different types of ciphers and Analyze the strength of these encryption algorithms

How the normal function is restored : You should describe the treatment modalities used to restore normal function and give a simple explanation as to how the normal function is restored.

User Account

All Pages