数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。

您将获得的技能: Prompt Engineering, Vector Databases, Retrieval-Augmented Generation, Model Evaluation, Hugging Face, Generative AI, Dimensionality Reduction, Natural Language Processing, OpenAI API, Data Preprocessing, Embeddings, Classification Algorithms, Large Language Modeling, OpenAI, Text Mining, Applied Machine Learning, LLM Application, Statistical Machine Learning, Data Processing, Multilingualism
中级 · 专项课程 · 3-6 个月

Columbia University
您将获得的技能: 统计建模, 统计方法, 统计推理, 概率与统计, 计划评估, 回归分析, 研究设计, 抽样(统计), 机器学习, 数据收集, 逻辑回归, 实验, 计量经济学
高级设置 · 课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: Statistical Analysis, Matplotlib, Regression Analysis, Statistical Modeling, Dimensionality Reduction, Unsupervised Learning, Applied Machine Learning, Statistical Machine Learning, Machine Learning, Data Science, Environmental Policy, Data Analysis, Energy and Utilities, Data Visualization, Pandas (Python Package), Supervised Learning, Climate Change Mitigation, Anomaly Detection, Environment, International Relations
中级 · 专项课程 · 1-3 个月

University of Colorado Boulder
您将获得的技能: R Programming, Rmarkdown, Tidyverse (R Package), Ggplot2, Data Import/Export, Data Visualization, Data Analysis, Data Visualization Software, Data Science, Data Manipulation, Data Storytelling, Statistical Analysis, Data Cleansing, Data Integration, Data Transformation, Communication
初级 · 课程 · 1-4 周

New York Institute of Finance
您将获得的技能: 投资组合风险, 递归神经网络 (RNN), 时间序列分析和预测, 人工智能和机器学习(AI/ML), 强化学习, 投资组合管理, 人工神经网络, 深度学习, 马尔可夫模型, 金融交易, 风险管理, 应用机器学习, 金融市场
中级 · 课程 · 1-4 周

Johns Hopkins University
您将获得的技能: Model Evaluation, Unsupervised Learning, Applied Machine Learning, Dimensionality Reduction, Reinforcement Learning, Regression Analysis, Machine Learning, Data Mining, Machine Learning Algorithms, Random Forest Algorithm, Decision Tree Learning, Supervised Learning, Logistic Regression, Classification Algorithms
中级 · 课程 · 1-3 个月

您将获得的技能: Star Schema, Microsoft SQL Servers, Database Design, Relational Databases, SQL, Data Warehousing, Query Languages, Database Architecture and Administration, Data Integrity, Power BI, Business Intelligence, Performance Tuning, Generative AI
初级 · 课程 · 1-4 周

您将获得的技能: Model Evaluation, Exploratory Data Analysis, Data Analysis, Classification Algorithms, Data Preprocessing, Scikit Learn (Machine Learning Library), Predictive Modeling, Matplotlib, Pandas (Python Package), Applied Machine Learning, Data Visualization Software, Machine Learning
初级 · 指导项目 · 不超过 2 小时

DeepLearning.AI
您将获得的技能: 生成对抗网络 (GAN), 张力流, 自动编码器, 深度学习, 人工神经网络, 卷积神经网络, 生成式人工智能, 生成模型架构, 图像分析, 迁移学习
中级 · 课程 · 1-4 周

IBM
您将获得的技能: PyTorch(机器学习库), 自然语言处理, 生成式人工智能, Prompt Engineering, 性能调整, 大型语言模型, 迁移学习
中级 · 课程 · 1-4 周

您将获得的技能: PyTorch (Machine Learning Library), Convolutional Neural Networks, Transfer Learning, Image Analysis, Deep Learning, Model Evaluation, Medical Imaging, Machine Learning, Computer Vision, Data Preprocessing
中级 · 指导项目 · 不超过 2 小时

University of Colorado Boulder
您将获得的技能: Matplotlib, Object Oriented Programming (OOP), Plotly, Seaborn, Data Visualization Software, Object Oriented Design, Data Visualization, Pandas (Python Package), NumPy, Statistical Visualization, Interactive Data Visualization, Software Documentation, Scatter Plots, Box Plots, Heat Maps, Data Structures, Maintainability, Programming Principles, Data Import/Export, Data Manipulation
中级 · 专项课程 · 3-6 个月