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Probabilities & Expected Returns per Region

Nowadays speculators base their investment decisions on technical indicators which are based on a Time-Series approach and yield to obvious results: paired odds to win or earn, like flipping a coin. Investors, on the other hand, base their decisions on fundamental indicators which are sensitive to the analyst's background and beliefs. As all information is reflected on the "diference in stock quotes" from one period to another, ML Perspective has developed a novel machine learning algorithm to find out what the price would be on the coming periods at a corresponding probability. Also, odds of positive/negative return and maximum likelihood returns are calculated to yield a more discerned decision. If you want to access historical, up to date, and insight data, please subscribe to any of our plans.

Significant & Coincidential Differences

Is it worth holding two assets whose returns and risks are not significantly different? Even though it can't be affirmed that their returns and risks are the same, it can be statistically determined if the dissimilarity is only a matter of coincidence. It helps to avoid keeping within your assets those that would only raise your risk instead of diversifying it. In these return and risk significance matrix, a novel concept in data science, the number one means that the pair is significantly different while zero means only coincidential difference. If you want to access historical, up to date, and insight data, please subscribe to any of our plans.

STL Files - 3D Printing

ML Perspective is also working to shift the mentality of factory owners in developing countries from the traditional production in series to 3D printing grids to save costs and encourage innovation. Why developing countries? because it is there where, in the professional experience, it has been identifed that business owners are reactive to change and use the classic phrase: "I have been doing this business for X years so you won't teach me". In fact, there is a lot to teach as the way of doing businesses is not the same as it was done even ten years before. Discover more in our 3D printing page.

Top 10 ETFs - USA (31/10/2022)

The top 10 traded ETFs in USA are: SQQQ, SPY, XLF, QQQ, UVXY, TQQQ, VXX, EEM, IWM, XLE. For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, sqqq, spy, xlf, qqq, uvxy, tqqq, vxx, eem, iwm, xle

LATAM ETFs - USA (31/10/2022)

The LATAM ETFs traded in USA are compounded by ARGT, BRF, BRZU, BZQ, ECH, EPU, EWW, EWZ, EWZS, FBZ, FLBR, FLLA, FLMX, FLN, GXG, ILF, MEXX, UBR. Diversification opportunities are ZERO; therefore, to chose where to invest a groundbreaking method has been developed. For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, ewz, ilf, eww, ech, flbr, brzu, epu, ewzs, flla, fln, brf, argt, gxg, flmx, mexx, fbz, ubr, bzq

Top 10 ETFs - USA (31/10/2022)

As no diversification is possible among the Top10 traded ETFs in USA, by selecting one of them one covers this group.  For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, sqqq, spy, xlf, qqq, uvxy, tqqq, vxx, eem, iwm, xle

LATAM ETFs - USA (31/10/2022)

As in the Top10 case with LP method, no diversification is possible among the LATAM ETFs traded in USA. No significant difference was found; however, this time full matrices are being posted for solely automation purposes. For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, ewz, ilf, eww, ech, flbr, brzu, epu, ewzs, flla, fln, brf, argt, gxg, flmx, mexx, fbz, ubr, bzq

BMW Emblem

Developed to try an alternative to original BMW emblems sold at 17.00 USD when the costs with 3D printing are 2.35 USD with same materials.

bmw_emblem_1 v3_edited_edited.png

Eucharistic Bread

Developed for the St. Rosary Church in Alsancak, İzmir, Türkiye.

PanEucaristicoMolde1_v17 v2_edited.jpg

Top 95 ETFs - USA (31/10/2022)

The top 95 traded ETFs in USA offer limited diversification opportunities; therefore, it is necessary to learn which one to invest in. Time-series don't help on this objective. For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, sqqq, spy, xlf, qqq, uvxy, tqqq, vxx, eem, iwm, xle

EUROPE ETFs - EUROPE (31/10/2022)

The European ETFs traded in Europe offer limited diversification opportunities; therefore, it is necessary to learn which one to invest in. For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, exxx.de, euea.as, imeu.as, xb4a.de, dbxd.de, spol.l, dx2g.de, el4b.de, exs2.de, exs3.de, smiex.sw, sxxeex.sw, c005.de, csmib.sw, bel.br, isfa.as, vuke.l, bnk.pa, bre.pa, foo.pa, xsmc.sw, lybk.de, lyxib.mcbx4.pa, bxx.pa, lvc.pa, dsb.pa, europe

Top 95 ETFs - USA (31/10/2022)

The top 95 traded ETFs in USA offer limited diversification opportunities as it was said before; therefore, picking up those assets that are significantly different is of upmost importance to get a diversified strategy. For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, sqqq, spy, xlf, qqq, uvxy, tqqq, vxx, eem, iwm, xle

EUROPE ETFs - EUROPE (31/10/2022)

As in some of the other cases seen so far, the ETFs in Europe can be significantly different from each other only when a bootstrap is run; however, below output data is from LP, that this time recorded the difference. For more information on their insights please visit our blog page for up to date information and get comprehensive reports.

machine learning, stock quotes, etfs, usa, nyse etfs, sklearn, python, probability, predictions, polynomial features, spline transformation, linear regression, simulation, exxx.de, euea.as, imeu.as, xb4a.de, dbxd.de, spol.l, dx2g.de, el4b.de, exs2.de, exs3.de, smiex.sw, sxxeex.sw, c005.de, csmib.sw, bel.br, isfa.as, vuke.l, bnk.pa, bre.pa, foo.pa, xsmc.sw, lybk.de, lyxib.mcbx4.pa, bxx.pa, lvc.pa, dsb.pa, europe

Mac Allister Power Transmission Tool

Developed as this spare part is not available in the market and it is broken with easiness due to the vibration of the tool.                                                                                                                                                                          

Macallister Power Transmissor v5_edited.

Mercedes-Benz Emblem

Developed with the same objective of the BMW project. The idea is to show that products sold as original can be sourced with alternative manufacturing without losing several -if not all- characteristics.

mb_logo v3_edited.jpg
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