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Machine Learning and Explainable AI (SHAP, LIME)

Predictive models with validation, tuning and SHAP or LIME explanations for a methods and results section.

4.9 Academic Services

Machine Learning and Explainable AI (SHAP, LIME)

Service details

Predictive models with validation, tuning and SHAP or LIME explanations for a methods and results section.

What you get:
- Basic: Data preprocessing and baseline model; Cross-validation and metrics table
- Standard: everything in Basic plus Hyperparameter tuning; SHAP and LIME explanation plots
- Premium: everything in Standard plus Feature importance analysis; Draft method and results sections

Scope limits:
- Basic: up to 2 models (one dataset, up to 50,000 rows)
- Standard: up to 4 models (one dataset, up to 50,000 rows)
- Premium: up to 6 models (one dataset, up to 50,000 rows)

What to provide when ordering:
- Data file (Excel, CSV or SPSS)
- Research questions, model and hypotheses
- Purpose and a short brief of what you need
- Required deadline

Limits and responsibilities:
- Large data and heavy jobs must be run and verified on your own computer or server
- Remove personally identifying information from data before submitting
- Work beyond these limits or extra revisions is quoted separately

After ordering, submit the required details and files in the My Services section of your account. Delivery files appear there when the work is done, and you can request revisions if needed.

  • Delivery on time
  • Direct messaging
  • Confidentiality assured

What happens after you order

  1. PaymentPay online or with bKash/Nagad.
  2. Share detailsAdd the required information and files on the My Services page. The delivery time starts from then.
  3. DeliveryYou'll receive the files there when the work is done. Ask for a revision if needed, otherwise accept it.

Ratings & Reviews

4.9 15 reviews

WWei Schmidt 5 Oct 2026

Good experience overall. The ML and explainable AI analysis was practical and well structured.

AAnanya Thomas 27 Sep 2026

Transparent process and useful the ML and explainable AI analysis. Satisfied with the result.

FFelix Lindqvist 26 Jun 2026

The package for the ML and explainable AI analysis was clear from the start. No surprises.

CChen Costa 15 Apr 2026

Professional tone throughout. The ML and explainable AI analysis was fit for purpose.

NNoah Khan 8 Feb 2026

Solid quality for the price. The ML and explainable AI analysis matched the package details.

JJames Kowalski 7 Feb 2026

Exactly the scope I expected for the ML and explainable AI analysis. Would order again.

CCharlotte Hernandez 6 Feb 2026

Good value. The ML and explainable AI analysis covered the essentials I requested.

AAisha Nelson 1 Feb 2026

Worked with them on the ML and explainable AI analysis. Communication was direct and professional.

EElena Wilson 11 Dec 2025

Clear communication and solid delivery. The ML and explainable AI analysis met what I needed.

PPierre Rodriguez 7 Nov 2025

Support during the order was responsive. The ML and explainable AI analysis look professional.

RRuby Moore 6 Aug 2025

Revisions were handled smoothly. Happy with the ML and explainable AI analysis.

RRaj Costa 13 Jul 2025

Fast response and reliable delivery of the ML and explainable AI analysis. Recommended.

AAbigail Ali 22 Jun 2025

Useful deliverables. The ML and explainable AI analysis helped move my project forward.

VVictoria Lee 9 Jun 2025

The files for the ML and explainable AI analysis was organized and ready to apply.

SSophia Miller 1 Feb 2025

Professional service. The ML and explainable AI analysis arrived on time and was easy to use.

See all 15 reviews