You will get a demand forecasting system for your bank or Financial Firm.


Project details
You will get a professional 30-day ATM cash demand
forecast for your entire ATM network — delivered as
an interactive dashboard or Excel report within 24
hours of receiving your data.
Powered by an AI forecasting engine trained on 10M+
real ATM dispense scenarios, CashCast AI predicts
daily cash requirements per ATM with high accuracy —
accounting for weekday patterns, salary cycles,
festivals, and regional demand trends.
Unlike generic tools, this system is purpose-built
for ATM cash management. No data science team needed
on your end. Simply share your transaction history
and I handle everything — data processing, model
selection, forecast generation, and delivery.
What makes this different:
→ Forecast ready in under 60 seconds
→ Trained on 10M+ real-world scenarios
→ Handles holidays, events & salary cycles
→ Per-ATM + group-level (State/City/Zone) results
→ Export-ready for cash planning teams
forecast for your entire ATM network — delivered as
an interactive dashboard or Excel report within 24
hours of receiving your data.
Powered by an AI forecasting engine trained on 10M+
real ATM dispense scenarios, CashCast AI predicts
daily cash requirements per ATM with high accuracy —
accounting for weekday patterns, salary cycles,
festivals, and regional demand trends.
Unlike generic tools, this system is purpose-built
for ATM cash management. No data science team needed
on your end. Simply share your transaction history
and I handle everything — data processing, model
selection, forecast generation, and delivery.
What makes this different:
→ Forecast ready in under 60 seconds
→ Trained on 10M+ real-world scenarios
→ Handles holidays, events & salary cycles
→ Per-ATM + group-level (State/City/Zone) results
→ Export-ready for cash planning teams
Machine Learning Tools
NumPy, pandas, Python, Python Scikit-Learn, scikit-learn, SciPy, TensorFlow, XGBoostWhat's included
| Service Tiers |
Starter
$200
|
Standard
$600
|
Advanced
$3,000
|
|---|---|---|---|
| Delivery Time | 5 days | 10 days | 19 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 3 | 4 | 5 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 5 | 13 | 100 |
Model Validation/Testing | |||
Model Documentation | - | - | |
Data Source Connectivity | - | ||
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Additional Scenario
(+ 3 Days)
+$50
Additional Graph/Chart
(+ 1 Day)
+$50
Model Documentation
(+ 7 Days)
+$300
Source Code
(+ 6 Days)
+$5,000About Ankit
Working as a Senior Data Scientist.
Bengaluru, India - 2:32 am local time
Throughout my career, I’ve led and contributed to strategic projects in both corporate and consulting environments, developing scalable models and actionable insights that drive business outcomes. I bring a strong mix of technical depth and problem-solving ability, with a track record of transforming data into meaningful value.
I hold an MTech in Industrial and Management Engineering from IIT Kanpur, where my research focused on solving the course scheduling problem using a novel mathematical formulation. This work led to the development of an optimized, adaptable model with potential applications in academic and enterprise scheduling systems.
If you're looking for a results-driven data science professional who can blend analytical rigor with practical business understanding, let's connect.
Steps for completing your project
After purchasing the project, send requirements so Ankit can start the project.
Delivery time starts when Ankit receives requirements from you.
Ankit works on your project following the steps below.
Revisions may occur after the delivery date.
Review your ATM transaction file
Clean and validate the data

