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As @Jesper Tidblom already stated in his comment, the quant finance problem is not in inverting observed prices to estimate the implied volatility; this is a well understood and, admittedly, simple problem these days. Finding (model) prices for very complex derivatives products is a potential field for applied ML. Especially in counterparty and market risk ...


Yahoo does provide a great alternative

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