Coursera

Forecasting and Predictive Analytics Methods Pack 专项课程

Coursera

Forecasting and Predictive Analytics Methods Pack 专项课程

Advanced Financial Forecasting With AI and ML. Build probabilistic, ML, and AI forecasting models for strategic decisions.

Manish Gupta
Starweaver
Diogo Resende

位教师:Manish Gupta

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4 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度

您将学到什么

  • Build deterministic, probabilistic, and AI-driven forecasting models across Excel, Python, and Power BI.

  • Apply Monte Carlo, time series (ETS/ARIMA), and ML methods to quantify uncertainty and risk.

  • Evaluate, validate, and improve financial forecasts using error analysis and explainable AI.

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授课语言:英语(English)
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  • 通过 Coursera 获得职业证书

专业化 - 7门课程系列

您将学到什么

  • Analyze historical sales data and create financial forecasts for different growth scenarios using key Excel functions.

您将获得的技能

类别:Microsoft Excel
类别:Predictive Modeling
类别:Data Analysis
类别:Strategic Decision-Making
类别:Financial Forecasting
类别:Trend Analysis
类别:Sales Management
类别:Technical Communication
类别:Time Series Analysis and Forecasting
类别:Forecasting
类别:Financial Modeling
类别:Statistical Analysis
类别:Business Planning
类别:Performance Metric
类别:Excel Formulas

您将学到什么

  • Create scenario-based projections and apply Monte Carlo simulation to produce probabilistic forecasts of financial outcomes for risk-aware decisions.

您将获得的技能

类别:Time Series Analysis and Forecasting
类别:Microsoft Excel
类别:Probability Distribution
类别:Financial Analysis
类别:Financial Modeling
类别:Simulation and Simulation Software
类别:Trend Analysis
类别:Data Analysis
类别:Risk Analysis
类别:Cash Flow Forecasting
类别:Forecasting
类别:Financial Forecasting
类别:Risk Modeling

您将学到什么

您将获得的技能

类别:Regression Analysis
类别:Model Evaluation
类别:Supervised Learning
类别:Business Analytics
类别:Data-Driven Decision-Making
类别:Predictive Analytics
类别:Forecasting
类别:Data Storytelling
类别:Feature Engineering
类别:Stakeholder Communications
类别:Applied Machine Learning
类别:Scikit Learn (Machine Learning Library)
类别:Financial Forecasting
类别:Predictive Modeling
类别:Performance Analysis
类别:Key Performance Indicators (KPIs)
类别:Exploratory Data Analysis
类别:Data Science
类别:Business Metrics
Forecast & Evaluate Market Trends

Forecast & Evaluate Market Trends

第 4 门课程 2小时

您将学到什么

  • Master market forecasting and trend analysis. Learn to use historical data to predict demand and evaluate the strategic impact of emerging trends.

您将获得的技能

类别:Strategic Decision-Making
类别:Forecasting
类别:Key Performance Indicators (KPIs)
类别:Business Planning
类别:Demand Planning
类别:Analysis
类别:Business Priorities
类别:Performance Analysis
类别:Data-Driven Decision-Making
类别:Gap Analysis
类别:Trend Analysis
类别:Variance Analysis
类别:Strategic Prioritization
类别:Time Series Analysis and Forecasting
类别:Business Development
类别:Predictive Analytics
类别:Business Strategy
类别:Market Opportunities
类别:Market Trend
类别:Performance Measurement
Financial Forecasts: Learn from Errors

Financial Forecasts: Learn from Errors

第 5 门课程 2小时

您将学到什么

  • Analyze financial models to diagnose forecast errors and synthesize best practices from past successes to create actionable improvement checklists.

您将获得的技能

类别:Continuous Improvement Process
类别:Quality Improvement
类别:Root Cause Analysis
类别:Process Improvement and Optimization
类别:Financial Forecasting
类别:Project Documentation
类别:Forecasting
类别:Financial Modeling
类别:Procedure Development
类别:Knowledge Transfer
类别:Model Evaluation
类别:Data Validation
类别:Data Integrity
类别:Analysis

您将学到什么

  • Apply the most widely used techniques, including Exponential Smoothing (ETS) and Autoregressive Integrated Moving Average (ARIMA).

  • Analyze real-world data to identify patterns and make accurate predictions.

  • Create advanced forecasting models using Python.

您将获得的技能

类别:Forecasting
类别:Time Series Analysis and Forecasting
类别:Exploratory Data Analysis
类别:Matplotlib
类别:Jupyter
类别:Pandas (Python Package)
类别:NumPy
类别:Financial Forecasting
类别:Statistical Analysis
类别:Advanced Analytics
类别:Trend Analysis
类别:Data-Driven Decision-Making
类别:Business Analytics
类别:Predictive Modeling
类别:Market Data
类别:Strategic Decision-Making

您将学到什么

  • Implement GEN AI models for financial forecasting to improve accuracy and decision-making.

  • Utilize AI tools for strategic financial planning and scenario analysis.

  • Navigate challenges in deploying GEN AI, including data quality, model biases, and integration issues.

  • Apply best practices for using open-source AI models to build customized financial tools.

您将获得的技能

类别:Forecasting
类别:Generative AI
类别:Financial Forecasting
类别:Artificial Intelligence
类别:Financial Management
类别:Market Intelligence
类别:Market Analysis
类别:AI Enablement
类别:Data-Driven Decision-Making
类别:Data Quality
类别:Financial Planning

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位教师

Manish Gupta
15 门课程 61,790 名学生
Starweaver
Coursera
550 门课程 1,003,377 名学生
Diogo Resende
Coursera
3 门课程 8,110 名学生

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