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Investment Management With Python And Machine Learning Specialization
TORRENT SUMMARY
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The Data Science and Machine Learning for Asset Management Specialization has been designed to deliver a broad and comprehensive introduction to modern methods in Investment Management, with a particular emphasis on the use of data science and machine learning techniques to improve investment decisions. By the end of this specialization, you will have acquired the tools required for making sound investment decisions, with an emphasis not only on the foundational theory and underlying concepts, but also on practical applications and implementation. Instead of merely explaining the science, we help you build on that foundation in a practical manner, with an emphasis on the hands-on implementation of those ideas in the Python programming language through a series of dedicated lab sessions.
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TutsNode.net.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/01_section-1/01_welcome-video.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/01_section-1/02_requirements_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/01_section-1/03_material-at-your-disposal_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/01_section-1/04_module-1-key-points_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/01_section-1/05_introduction-to-factor-investing.mp4
83.3 MB
[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/02_section-2/04_module-1-lab-session-foundations.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/02_section-2/04_module-1-lab-session-foundations.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/01_style-factors/02_section-2/04_module-1-lab-session-foundations.mp4
84.6 MB
[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/02_robust-estimates-for-the-covariance-matrix/01_section-1/01_module-2-key-points_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/03_robust-estimates-for-expected-returns/01_section-1/01_module-3-key-points_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/03_robust-estimates-for-expected-returns/02_section-2/02_introducing-active-views.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/03_robust-estimates-for-expected-returns/02_section-2/04_the-intuition-behind-black-litterman-model-portfolios_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/03_robust-estimates-for-expected-returns/02_section-2/05_module-3-lab-session-black-litterman.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/04_portfolio-optimization-in-practice/01_section-1/01_module-4-key-points_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/04_portfolio-optimization-in-practice/01_section-1/02_survey-alternative-equity-beta-investing_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/04_portfolio-optimization-in-practice/02_section-2/04_module-4-lab-session-risk-contribution-and-risk-parity.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/04_portfolio-optimization-in-practice/02_section-2/05_dive-into-heuristic-diversification_Heuristic_diversification.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/05_Resources/01_data-for-portfolio-construction-in-python/01__data_library.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/advanced-portfolio-construction-python/05_Resources/02_notebooks-and-code-version-03/01__notebooks_and_code-m02v02.zip
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/01_section-1-fundamentals-of-risk-and-returns/01_welcome-video.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/01_section-1-fundamentals-of-risk-and-returns/03_material-for-the-lab-sessions_instructions.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/01_section-1-fundamentals-of-risk-and-returns/07_lab-session-basics-of-returns.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/01_section-1-fundamentals-of-risk-and-returns/07_lab-session-basics-of-returns.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/01_section-1-fundamentals-of-risk-and-returns/09_lab-session-risk-adjusted-returns.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/01_section-1-fundamentals-of-risk-and-returns/11_lab-session-drawdown.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/02_section-2-beyond-the-gaussian-case-extreme-risk-estimates/05_lab-session-deviations-from-normality.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/02_section-2-beyond-the-gaussian-case-extreme-risk-estimates/07_lab-session-semi-deviation-var-and-cvar.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/01_analysing-returns/02_section-2-beyond-the-gaussian-case-extreme-risk-estimates/10_module-1-graded-quiz_exam.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/02_an-introduction-to-portfolio-optimization/01_section-1-introduction-to-optimization-and-the-efficient-frontier/02_the-only-free-lunch-in-finance.mp4
76 MB
[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/02_an-introduction-to-portfolio-optimization/01_section-1-introduction-to-optimization-and-the-efficient-frontier/03_lab-session-efficient-frontier-part-1.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/02_an-introduction-to-portfolio-optimization/01_section-1-introduction-to-optimization-and-the-efficient-frontier/05_applying-quadprog-to-draw-the-efficient-frontier.mp4
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/02_an-introduction-to-portfolio-optimization/01_section-1-introduction-to-optimization-and-the-efficient-frontier/06_lab-session-asset-efficient-frontier-part-2.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/02_an-introduction-to-portfolio-optimization/02_section-2-implementing-markowitz/02_lab-session-locating-the-max-sharpe-ratio-portfolio.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/02_an-introduction-to-portfolio-optimization/02_section-2-implementing-markowitz/04_lab-session-plotting-ew-and-gmv-on-the-efficient-frontier.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/03_beyond-diversification/01_section-1/03_lab-session-limits-of-diversification-part1.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/03_beyond-diversification/01_section-1/04_lab-session-limits-of-diversification-part-2.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/03_beyond-diversification/01_section-1/07_lab-session-cppi-and-drawdown-constraints-part1.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/03_beyond-diversification/01_section-1/08_lab-session-cppi-and-drawdown-constraints-part2.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/03_beyond-diversification/02_section-2/02_lab-session-random-walks-and-monte-carlo.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/03_beyond-diversification/02_section-2/09_lab-session-interactive-plots-of-monte-carlo-simulations-of-cppi-and-gbm-part2.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/04_lab-session-present-values-liabilities-and-funding-ratio.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/06_lab-session-cir-model-and-cash-vs-zc-bonds.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/06_lab-session-cir-model-and-cash-vs-zc-bonds.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/06_lab-session-cir-model-and-cash-vs-zc-bonds.mp4
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/08_lab-session-liability-driven-investing.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/08_lab-session-liability-driven-investing.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/08_lab-session-liability-driven-investing.mp4
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/09_liability-driven-investing_LDI-LectureNote.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/01_section-1/09_liability-driven-investing_LDI-Technical_supplement.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/02_section-2/02_lab-session-monte-carlo-simulation-of-coupon-bearing-bonds-using-cir.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/02_section-2/02_lab-session-monte-carlo-simulation-of-coupon-bearing-bonds-using-cir.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/02_section-2/04_lab-session-naive-risk-budgeting-between-the-psp-ghp.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/02_section-2/04_lab-session-naive-risk-budgeting-between-the-psp-ghp.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/02_section-2/04_lab-session-naive-risk-budgeting-between-the-psp-ghp.mp4
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/02_section-2/06_lab-session-dynamic-risk-budgeting-between-psp-lhp.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/04_introduction-to-asset-liability-management/02_section-2/06_lab-session-dynamic-risk-budgeting-between-psp-lhp.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/introduction-portfolio-construction-python/05_Resources/01_data-for-portfolio-construction-with-python/01__data_library.html
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/01_consumption/03_research-application/02_application-consumption-based-proxies-for-private-information-and-managers.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/02_textual-analysis-for-financial-applications/03_research-application/02_additional-resources-on-textual-analysis-for-financial-applications_w25084.shtml
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/03_processing-corporate-filings/03_research-application/03_application-using-location-data-to-measure-home-bias-to-predict-returns.en.txt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/03_processing-corporate-filings/03_research-application/04_additional-resources-on-processing-corporate-fillings_The_geography_of_investments_SSRN-id214138.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/04_using-media-derived-data/03_research-application/02_additional-resources-on-using-media-derived-data_Information_content_of_internet_stock_message_boards.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/04_using-media-derived-data/03_research-application/02_additional-resources-on-using-media-derived-data_Media_coverage_and_cross-section_of_stock_returns.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/04_using-media-derived-data/03_research-application/02_additional-resources-on-using-media-derived-data_The_causal_impact_of_media_in_financialmarkets.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/04_using-media-derived-data/03_research-application/02_additional-resources-on-using-media-derived-data_Wisdom_of_crowds.pdf
721 KB
[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/05_Resources/01_python-notebooks/01__mooc_4_Jul22.zip
536 MB
[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/machine-learning-asset-management-alternative-data/05_Resources/02_supplementary-material-web-scraping-13-f/01__13F_Web_Scrape.ipynb
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/python-machine-learning-for-investment-management/01_introducing-the-fundamentals-of-machine-learning/02_section-2-review-of-unsupervised-learning/07_lab-session-optimal-portfolio.en.srt
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/python-machine-learning-for-investment-management/01_introducing-the-fundamentals-of-machine-learning/02_section-2-review-of-unsupervised-learning/07_lab-session-optimal-portfolio.mp4
75.5 MB
[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/python-machine-learning-for-investment-management/06_Resources/01_libraries-used-in-the-jupyter-notebooks/01__Environment_Setup.pdf
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/python-machine-learning-for-investment-management/06_Resources/02_lab-session-1-optimal-portfolio-03-mar-2021/01__LAB1_optimal_portfolio_03March21.zip
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[TutsNode.net] - Investment Management with Python and Machine Learning Specialization/python-machine-learning-for-investment-management/06_Resources/03_lab-session-2-factor-models-september-2021/01__Jupyter_Notebook_Module_2_September_2021.zip
