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Compare Amazon Forecast and XGBoost 
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At a Glance
Market Segments
Small-Business (53.1% of reviews)
Small-Business (50.0% of reviews)
Entry-Level Pricing
No pricing available
No pricing available
Amazon Forecast
Star Rating
(81)4.3 out of 5
Market Segments
Small-Business (53.1% of reviews)
Pros & Cons
Entry-Level Pricing
No pricing available
Learn more about Amazon ForecastXGBoost
Star Rating
(13)4.4 out of 5
Market Segments
Small-Business (50.0% of reviews)
Pros & Cons
Not enough data
Entry-Level Pricing
No pricing available
Learn more about XGBoostSummary
AI Generated Summary
AI-generated. Powered by real user reviews.
- Users report that XGBoost excels in its algorithm performance, particularly with its gradient boosting framework, which reviewers mention leads to faster training times and better accuracy in predictive modeling compared to Amazon Forecast.
- Reviewers mention that Amazon Forecast offers superior ease of use, particularly for users who are not data scientists, as it provides a more intuitive interface and automated forecasting capabilities, making it easier for small businesses to implement.
- G2 users highlight that XGBoost has a steeper learning curve, with users saying that while it offers powerful features for data analysis, the complexity can be overwhelming for those without a strong background in machine learning.
- Users on G2 report that Amazon Forecast shines in its integration capabilities, particularly with AWS services, allowing for seamless data unification and report generation, which is a significant advantage for businesses already using the AWS ecosystem.
- Reviewers mention that XGBoost's flexibility in scripting and data mining is a strong point, as users say it allows for extensive customization and fine-tuning of models, which is particularly beneficial for advanced users looking for tailored solutions.
- Users say that the quality of support for Amazon Forecast is notably higher, with many reviewers praising the responsiveness and helpfulness of the support team, which contrasts with the more limited support experiences reported by XGBoost users.
Pricing
Entry-Level Pricing
Amazon Forecast
No pricing availableXGBoost
No pricing availableFree Trial
Amazon Forecast
No trial information availableXGBoost
No trial information availableRatings
Meets Requirements
8.9
65
9.2
11
Ease of Use
8.5
67
8.9
11
Ease of Setup
8.0
23
8.5
10
Ease of Admin
7.9
22
8.3
9
Quality of Support
8.8
66
7.6
9
Has the product been a good partner in doing business?
8.9
22
8.3
6
Product Direction (% positive)
8.4
65
6.5
10
Features by Category
Integration - Machine Learning
Not enough data
Not enough data
Learning - Machine Learning
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Statistical Tool
8.4
28
Not enough data
8.7
26
Not enough data
8.6
30
Not enough data
Data Analysis
8.8
32
Not enough data
8.2
30
Not enough data
Decision Making
8.1
28
Not enough data
8.8
28
Not enough data
8.6
29
Not enough data
8.6
28
Not enough data
Generative AI
Not enough data
Not enough data
Not enough data
Not enough data
Categories
Categories
Shared Categories
Amazon Forecast and XGBoost are categorized as Machine Learning
Unique Categories
Amazon Forecast is categorized as Predictive Analytics and Time Series Intelligence
XGBoost has no unique categories
Reviews
Reviewers' Company Size
Amazon Forecast
Small-Business(50 or fewer emp.)
Mid-Market(51-1000 emp.)
Enterprise(> 1000 emp.)
XGBoost
Small-Business(50 or fewer emp.)
Mid-Market(51-1000 emp.)
Enterprise(> 1000 emp.)
Small-Business
(50 or fewer emp.)
Mid-Market
(51-1000 emp.)
Enterprise
(> 1000 emp.)
Reviewers' Industry
Computer Software
21.0%
Information Technology and Services
14.8%
Retail
7.4%
Financial Services
6.2%
Hospital & Health Care
3.7%
Other
46.9%
Computer Software
25.0%
Financial Services
16.7%
Research
8.3%
Marketing and Advertising
8.3%
Information Technology and Services
8.3%
Other
33.3%
Alternatives
Discussions
Amazon Forecast has no discussions with answers
XGBoost has no discussions with answers
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