Manish Kumar Choudhary Email & Phone Number

Creating Alice- World's first fully autonomous collection Agent which can think, talk and act as a good as a human.

6 Patent applied in US waiting for approval.Built first ever Generative AI application in Order 2 Cash space Large Language models, Finance, Machine Learning, Deep Learning

Designing and developing “Smart Email Reply” and “Smart Email Compose” to reduce collector’s effort in sending personalized email to customers. It saves collector’s time by 8% on daily basis.Skills- System Design, Deep Learning, Natural Language Processing, Software Engineering, PythonDeveloped a model to read incoming emails from customers, perform actions expected to be done by collectors. It saves ~10% of collector’s bandwidth on daily basis.Skills- System Design, Deep Learning, Natural Language, Processing, Software Engineering, PythonDeveloped wake-word model to trigger AI assistant with accuracy>90% and latency between call and trigger <100ms.Skills- Deep Learning, Speech Data processing, Tensorflow.js

Developed financial instruments related to FX rate stress testing, cash flow generation, amort generation, accrued interest calculation etc. It provides accurate and fast outputs(<1s) to treasurers for optimize their cash forecasting and cash management processes.Skills- Finance, Python, Cache Management, SQL, System DesignDeveloped predictive models to recommend whether orders to be released or not if customer exhausted the credit limit. It helps in sales acceleration and minimizes business disruption based on feedback from 4 client’s usage output.Skills- Finance, Data Science Machine Learning, Python, SQLDeveloped anomaly detection model to reduce number of days required for detecting anomalies during the Trial Balance process in month-end financial closing activities in the office of CFO.Skills- Finance, Data Science, Machine Learning, Python, SQL

Developed a framework to auto-generate customer specific insights in order of relevance for collection analysts. It reduces collection analyst’s time by 75% in preparation for calls with their customers.Skills- Machine Learning, Statistics, Natural Language Generation, PythonDeveloped a self-learning model to identify fuzzy matching rules to match claim documents to deduction entity. It has increased the overall product’s automation by 2X. Skills- Data Analysis, Python, Pattern RecognitionDelivered 27 successful client enablement for machine learning based use cases specific to client’s data resulting in ~19% automation in AR processes.Skills- Machine Learning, Stakeholder Management, Project Management.

Created a framework to simplify the predictions done by model to make machine learning models more explainable.Skills- System Design, Machine Learning, Python ProgrammingLed team to deliver 30+ implementation of different ML use cases across different products to bring ~15% automation across AR teams of clients.Skills- Machine Learning, Stakeholder Management, Project Management.

Developed Cash Forecasting model using heuristic and time series-based approach with more than 90% accuracy which reduced the treasurer’s dependency on excel sheets.Skills- Time series, Cash Forecasting, Python, SQL, Machine Learning, ARIMA, SARIMASet up a data science team at new office location from scratch including org structure, training plan, development processes, KPI etc. Team started building and delivering production level code and models within 3 months.Skills- Team Building, Strategic Planning, Stakeholder Management

Hyderabad Area, India

Developed model to predict the probability of promise of payment being kept by customers using conversational data and customer’s past payment behaviour. Skills- Natural Language Processing, Machine Learning, Python, ProgrammingWorked on research and implementation of a feedback mechanism to identify wrong prediction and nullify their impact when same data is used for retraining purpose.Skills- Statistics, Sampling, Machine Learning, ResearchDeveloped an adaptive trade promotion matching engine based on concepts of reinforcement learning to recommend right promotions to a deduction reducing manual search by analyst by 70%. Organization has patent US for this algorithmSkills-Data Analysis, Statistics, Python, SQL, Reinforcement Learning

Hyderabad Area, India

Built a successful proof of concept of regression model to predict the payment date of invoices. It has helped 70+ clients in reducing DSO by proactively acting on potentially delayed invoices.Skills- Machine Learning, Python, SQL, Account ReceivablesBuilt a successful proof of concept of classification model to predict the validity of deduction. It has resulted into ~12% increase in automation and ~25% increase in recovery of invalid disputed amount for 15 customers.Skills- Machine Learning, Python, SQL, Account Receivables

Bachelor Of Technology (B.Tech.), Computer Science, 9.26

High School, Matriculation, 95%

High School, Intermediate