Category Archives: Salesforce Machine Learning

Recurrent Neural Network Applications with Long Short-Term Memory

What is a Neuron?

In Biological term, Neurons is the unit of nervous system which is responsible for flow of message in the form of electrical impulse in Human brain. So, Neuron is responsible for Human intelligence. But, in Today’s scenario it is used in Artificial Intelligence as well. Recurrent Neural Network Application is a class of Artificial neural network in which connections between the neurons form a directed graph, or in simpler words, having a self-loop in the hidden layers. This helps RNNs to utilize the previous state of the hidden neurons to learn current state. Along with the current input, RNNs utilize the information they have learnt previously. Among all the neural networks, they are the only one with an internal memory. A usual RNN has a short-term memory. Because of their internal memory, RNN are able to remember things.

Continue reading
Posted in Salesforce, Salesforce AI. Tagged with , , , , .

Artificial Intelligence-powered HR Automation in Workplace

Artificial intelligence (AI) has been changing our lives for decades, but today its presence is bigger than ever before.  AI has powered HR automation. Human resource processes plays vital role in every company. Whether its recruitment, onboarding process, training, learning & development. Artificial Intelligence is entering the HR space, and very soon everything that can be automated, will be automated.

hr automation tools

HR automation tools are the process of enhancing the efficiency of the HR department by freeing employees from tedious manual tasks and allowing them to focus on complex tasks like decision making and strategizing. By automating standard and repetitive HR activities, organizations can reduce the cost and time they spend on manual HR planning and processing. Through HR automation tools, organizations can design, streamline, integrate, and deploy necessary services swiftly at a considerably lower cost. If implemented right HR Automation tools show real effectiveness to be more productive, freeing us of our most mundane and time-consuming tasks so that HR can drive more value at work. Few of the latest HR automation tools which are AI-based:

Continue reading
Posted in Salesforce, Salesforce Machine Learning.

The Future For Analytics, Data And What It Can Do For Businesses?

Times are changing; this has been a term in use since the rapid progress of humanity since the 18th century. Today, it can be used even on a daily basis. Technology remains the cornerstone through which humanity evolves, it is now embedded in every single part of our lives today and imagining a future without it would be quite challenging. This is why going forward, there is always going to be a discussion about its impact and how it will change as the time comes.

Continue reading
Posted in Salesforce AI.

Use TransmogrifAI Python to jumpstart Salesforce machine learning

Salesforce released TransmogrifAI Python, a machine learning library written in Scala that runs on top of Spark. This can be potentially deployed on any cloud such as Heroku/PostgreSQL platform. What all is involved in TransmogrifAI python?

  • Language: Scala
  • Underlying engine: Apache Spark data processing engine
  • Deployment platform: A standalone local machine or cloud platform like Heroku

Let us explore a bit more about these new players in the scene and whether they will align with our need to build robust machine learning models. The entry barrier to using the TransmogrifAI python library is likely to be the new tech stack that a typical Salesforce developer needs to scale up to.

Continue reading
Posted in Salesforce Machine Learning. Tagged with , , .