Chatbots using Deep Learning Training
Chatbots using Deep Learning Course:
Chatbots are replacing customer support & saving huge costs to organizations. Chatbots are very specific to domain & purpose. In this course one can learn about developing chatbots from scratch. Deep learning techniques will be discussed in details. A complete hands-on course where development of chatbot will be taught & discussed.
Chatbots using Deep Learning Course Curriculum
Introduction to Numpy
Basics of TensorFlow
Assignment 1 : Find the most frequent word in Movie Reviews Corpu.
Understanding Corpora
Stemming and Lemmatization
Challenges with Word Tagging : Entity Disambiguation
Assignment 2 : Training and Testing an NER Tagger using CRF
One Hot Embedding
Word Embedding based on Topics : TF-IDF
Assignment 3 : Training Word2Vec using Skip Gram and CBOW
Fundamentals of Machine Learning (Pipeline)
Gradient Descent
Assignment 5 : Training IRIS dataset for classification
Convolutional Layers vs Fully Connected Layers
Activation, Loss, Dropout
Optimizers
Assignment : Twitter Sentiment Analysis via CNN
Introduction to Recurrent Models
Basics of LSTM and GRU
Overview of Keras for Sequence Modelling
Assignment : Text Autocomplete using RNN and Viterbi Decoding
Context Modelling using Encoder Decoder Models
Seq2Seq Models using Bi-RNN
Assignment : Use existing model to translate from English to French
Memory based Neural Network
Understanding different forms of Reasoning
Microsoft Dialogues Challenge
Understanding Intent and Actions
Regex for Rule based Chatbot
Basics of Knowledge Graph and Ontology
Final Assignment : Using Wit.ai to train Intent Identification for Integrated Home Applications
Frequently Asked Questions
This "Chatbots using Deep Learning" course is an instructor-led training (ILT). The trainer travels to your office location and delivers the training within your office premises. If you need training space for the training we can provide a fully-equipped lab with all the required facilities. The online instructor-led training is also available if required. Online training is live and the instructor's screen will be visible and voice will be audible. Participants screen will also be visible and participants can ask queries during the live session.
Participants will be provided "Chatbots using Deep Learning"-specific study material. Participants will have lifetime access to all the code and resources needed for this "Chatbots using Deep Learning". Our public GitHub repository and the study material will also be shared with the participants.
All the courses from zekeLabs are hands-on courses. The code/document used in the class will be provided to the participants. Cloud-lab and Virtual Machines are provided to every participant during the "Chatbots using Deep Learning" training.
The "Chatbots using Deep Learning" training varies several factors. Including the prior knowledge of the team on the subject, the objective of the team learning from the program, customization in the course is needed among others. Contact us to know more about "Chatbots using Deep Learning" course duration.
The "Chatbots using Deep Learning" training is organised at the client's premises. We have delivered and continue to deliver "Chatbots using Deep Learning" training in India, USA, Singapore, Hong Kong, and Indonesia. We also have state-of-art training facilities based on client requirement.
Our Subject matter experts (SMEs) have more than ten years of industry experience. This ensures that the learning program is a 360-degree holistic knowledge and learning experience. The course program has been designed in close collaboration with the experts working in esteemed organizations such as Google, Microsoft, Amazon, and similar others.
Yes, absolutely. For every training, we conduct a technical call with our Subject Matter Expert (SME) and the technical lead of the team that undergoes training. The course is tailored based on the current expertise of the participants, objectives of the team undergoing the training program and short term and long term objectives of the organisation.
Drop a mail to us at [email protected] or call us at +91 8041690175 and we will get back to you at the earliest for your queries on "Chatbots using Deep Learning" course.
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