Finalytica May, 2019: Experential Learning
Converting Content to a Chat-Bot
The best way to learn or understand information is through asking questions. A QnA format of learning is more effective than reading long form content, especially when time is critical. More over searching for an information and reading multiple documents just to know one thing is inefficient.… Continue reading
Finalytica April, 2019: Experential Learning
G-Square Architecture for Unified Analytics
G-Square Solutions provides a complete package/architecture for unified analytics, which helps its clients in achieving various analytics & machine learning tasks right from the ETL of data to its final analytical usage. It is a light weight and pocket friendly architecture, widely present in the market.… Continue reading
Finalytica April, 2019: Knowledge Series
Light Weight Architecture for Unified Analytics
Unified Analytics is a new set of solutions that unify data processing right from the ETL of the data from client’s database – setting up organized staging platform (Data Warehouse) for structured & unstructured data & usage of AI technologies with the transformed data to have a 10k feet view of the business & identify hidden business opportunities.… Continue reading
Finalytica March, 2019: Knowledge Series
Too many cooks make the broth tastier.
Introduction
Incorrect is the old adage: Too many cooks spoil the broth.
Updated adage in this age of AI and ML: Too many models make the accuracy higher.
Ensemble Learning in Machine Learning is when more than one machine learning algorithms merge to produce a better and more robust decision model, even though individually, they may be weak or average in predictions.… Continue reading
Finalytics Feb, 2019: Knowledgerator
Sentiment Analysis using Doc2PC
Sentiment Analysis is the process of classifying the News/Text document as negative, slightly negative, neutral, slightly positive and positive. Sentiment analysis is based on advanced Natural language processing and Machine Learning Algorithms. It can also be used to classify type of news like Market, Financial or General News.… Continue reading
Finalytica Dec, 2018: Knowledge Series
Text analytics through Summariser
Introduction of Text summary:
Text summarization is the process of identifying the most important meaningful information in a text document and compressing them into a shorter version preserving its overall meanings. Text Summarization is based on advanced Natural language processing and Machine Learning Technologies.… Continue reading
Finalytica Nov, 2018: KNOWLEDGE SERIES & EXPERIENTIAL LEARNING
USE CASE IN CREDIT RISK ANALYTICS
Background
The appetite for credit in a developing country like India is quite immense. The growing need of the large consumer Indian population and the Small & Medium Enterprises business segments (SME) for growing business to the next level is being tapped by the Indian financial institutions space.… Continue reading
Finalytica Oct, 2018: Topic Modeling
TOPIC MODELLING
One of the interesting aspect of NLP on text mining is Topic Modelling.
Topic modeling is automatically discovering the abstract “topics” that occur in a collection of documents. Quite recently, topic models are being widely used to identify topics in a text corpus.… Continue reading
Finalytica Sep, 2018: Knowledge Series
Text analytics through Natural Language Processing (NLP)
“Computers are incredibly fast, accurate and stupid; humans are incredibly slow, inaccurate
and brilliant; together they are powerful beyond imagination.”
Data science and analytics has become imperative for every organization of every industry in the recent years.… Continue reading
Finalytica August, 2018: Knowledge Series
RFM Analysis
Introduction
Companies often strive to determine who their most valuable customers are whom they would give special privileges to, invest in to build long term relations with, or send marketing offers via mails or any kind of direct marketing initiatives.… Continue reading
Finalytica July, 2018
How technology is disrupting Derivative Trading
There is no area of business, society or life which technology has not disrupted. But through that disruption have come the improved quality of life. There have been mixed sentiments towards this tech disruption however the way we see it, it has open the door of countless possibilities.… Continue reading
Finalytica June, 2018: Knowledge Series
Monte-Carlo Simulation in Derivative Pricing
Financial instruments are monetary contracts between parties. They can be created, traded, modified and settled. They can be cash (currency), evidence of an ownership interest in an entity (share), or a contractual right to receive or deliver cash (bond).… Continue reading